Zipf1 All Model Test Data Result Combined

Result

Model Summaries

Promotion Reduced (%)

Miss Ratio Reduced (%)

Model Summaries Plot

Miss Ratio Reduced (%)

Promotion Reduced (%)

Promotion vs Miss Ratio

Cache Size All

Cache Size 0.001

Cache Size 0.01

Cache Size 0.1

Cache Size 0.2

Cache Size 0.4

Model Classification Report

LR_10_0.001

              precision    recall  f1-score   support

           0       0.89      0.71      0.79  30469299
           1       0.66      0.87      0.75  19888532

    accuracy                           0.77  50357831
   macro avg       0.78      0.79      0.77  50357831
weighted avg       0.80      0.77      0.78  50357831

Accuracy: 0.7738074342399696

              precision    recall  f1-score   support

           0       0.89      0.71      0.79  30469299
           1       0.66      0.87      0.75  19888532

    accuracy                           0.77  50357831
   macro avg       0.78      0.79      0.77  50357831
weighted avg       0.80      0.77      0.78  50357831

Accuracy: 0.7738074342399696

LR_10_0.01

              precision    recall  f1-score   support

           0       0.89      0.69      0.78  30231476
           1       0.65      0.87      0.74  19809713

    accuracy                           0.76  50041189
   macro avg       0.77      0.78      0.76  50041189
weighted avg       0.79      0.76      0.76  50041189

Accuracy: 0.7611738202303706

              precision    recall  f1-score   support

           0       0.89      0.69      0.78  30231476
           1       0.65      0.87      0.74  19809713

    accuracy                           0.76  50041189
   macro avg       0.77      0.78      0.76  50041189
weighted avg       0.79      0.76      0.76  50041189

Accuracy: 0.7611738202303706

LR_10_0.1

              precision    recall  f1-score   support

           0       0.87      0.59      0.70  29263977
           1       0.58      0.86      0.69  18981990

    accuracy                           0.70  48245967
   macro avg       0.72      0.73      0.70  48245967
weighted avg       0.76      0.70      0.70  48245967

Accuracy: 0.698262447511934

              precision    recall  f1-score   support

           0       0.87      0.59      0.70  29263977
           1       0.58      0.86      0.69  18981990

    accuracy                           0.70  48245967
   macro avg       0.72      0.73      0.70  48245967
weighted avg       0.76      0.70      0.70  48245967

Accuracy: 0.698262447511934

LR_10_0.2

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.82      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.73      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7202710005355438

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.82      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.73      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7202710005355438

LR_10_0.4

              precision    recall  f1-score   support

           0       0.89      0.69      0.77  26121772
           1       0.60      0.84      0.70  14505950

    accuracy                           0.74  40627722
   macro avg       0.74      0.77      0.74  40627722
weighted avg       0.78      0.74      0.75  40627722

Accuracy: 0.7429382331601068

              precision    recall  f1-score   support

           0       0.89      0.69      0.77  26121772
           1       0.60      0.84      0.70  14505950

    accuracy                           0.74  40627722
   macro avg       0.74      0.77      0.74  40627722
weighted avg       0.78      0.74      0.75  40627722

Accuracy: 0.7429382331601068

LR_10_All

              precision    recall  f1-score   support

           0       0.73      0.31      0.44 144486817
           1       0.43      0.81      0.56  90948310

    accuracy                           0.51 235435127
   macro avg       0.58      0.56      0.50 235435127
weighted avg       0.61      0.51      0.48 235435127

Accuracy: 0.5060794899989584

              precision    recall  f1-score   support

           0       0.73      0.31      0.44 144486817
           1       0.43      0.81      0.56  90948310

    accuracy                           0.51 235435127
   macro avg       0.58      0.56      0.50 235435127
weighted avg       0.61      0.51      0.48 235435127

Accuracy: 0.5060794899989584

LR_11_0.001

              precision    recall  f1-score   support

           0       0.89      0.71      0.79  30469299
           1       0.66      0.86      0.75  19888532

    accuracy                           0.77  50357831
   macro avg       0.77      0.79      0.77  50357831
weighted avg       0.80      0.77      0.77  50357831

Accuracy: 0.7689939822864889

              precision    recall  f1-score   support

           0       0.89      0.71      0.79  30469299
           1       0.66      0.86      0.75  19888532

    accuracy                           0.77  50357831
   macro avg       0.77      0.79      0.77  50357831
weighted avg       0.80      0.77      0.77  50357831

Accuracy: 0.7689939822864889

LR_11_0.01

              precision    recall  f1-score   support

           0       0.89      0.69      0.78  30231476
           1       0.65      0.87      0.74  19809713

    accuracy                           0.76  50041189
   macro avg       0.77      0.78      0.76  50041189
weighted avg       0.79      0.76      0.76  50041189

Accuracy: 0.7614748322626786

              precision    recall  f1-score   support

           0       0.89      0.69      0.78  30231476
           1       0.65      0.87      0.74  19809713

    accuracy                           0.76  50041189
   macro avg       0.77      0.78      0.76  50041189
weighted avg       0.79      0.76      0.76  50041189

Accuracy: 0.7614748322626786

LR_11_0.1

              precision    recall  f1-score   support

           0       0.87      0.59      0.70  29263977
           1       0.58      0.87      0.69  18981990

    accuracy                           0.70  48245967
   macro avg       0.73      0.73      0.70  48245967
weighted avg       0.76      0.70      0.70  48245967

Accuracy: 0.6982573486401464

              precision    recall  f1-score   support

           0       0.87      0.59      0.70  29263977
           1       0.58      0.87      0.69  18981990

    accuracy                           0.70  48245967
   macro avg       0.73      0.73      0.70  48245967
weighted avg       0.76      0.70      0.70  48245967

Accuracy: 0.6982573486401464

LR_11_0.2

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.82      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.73      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7202601258885529

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.82      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.73      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7202601258885529

LR_11_0.4

              precision    recall  f1-score   support

           0       0.89      0.69      0.77  26121772
           1       0.60      0.84      0.70  14505950

    accuracy                           0.74  40627722
   macro avg       0.74      0.77      0.74  40627722
weighted avg       0.78      0.74      0.75  40627722

Accuracy: 0.742940891443532

              precision    recall  f1-score   support

           0       0.89      0.69      0.77  26121772
           1       0.60      0.84      0.70  14505950

    accuracy                           0.74  40627722
   macro avg       0.74      0.77      0.74  40627722
weighted avg       0.78      0.74      0.75  40627722

Accuracy: 0.742940891443532

LR_11_All

              precision    recall  f1-score   support

           0       0.73      0.31      0.44 144486817
           1       0.43      0.81      0.56  90948310

    accuracy                           0.51 235435127
   macro avg       0.58      0.56      0.50 235435127
weighted avg       0.61      0.51      0.48 235435127

Accuracy: 0.5060570082220569

              precision    recall  f1-score   support

           0       0.73      0.31      0.44 144486817
           1       0.43      0.81      0.56  90948310

    accuracy                           0.51 235435127
   macro avg       0.58      0.56      0.50 235435127
weighted avg       0.61      0.51      0.48 235435127

Accuracy: 0.5060570082220569

LR_12_0.001

              precision    recall  f1-score   support

           0       0.89      0.71      0.79  30469299
           1       0.66      0.87      0.75  19888532

    accuracy                           0.77  50357831
   macro avg       0.78      0.79      0.77  50357831
weighted avg       0.80      0.77      0.78  50357831

Accuracy: 0.7734336691347965

              precision    recall  f1-score   support

           0       0.89      0.71      0.79  30469299
           1       0.66      0.87      0.75  19888532

    accuracy                           0.77  50357831
   macro avg       0.78      0.79      0.77  50357831
weighted avg       0.80      0.77      0.78  50357831

Accuracy: 0.7734336691347965

LR_12_0.01

              precision    recall  f1-score   support

           0       0.89      0.69      0.78  30231476
           1       0.65      0.87      0.74  19809713

    accuracy                           0.76  50041189
   macro avg       0.77      0.78      0.76  50041189
weighted avg       0.79      0.76      0.76  50041189

Accuracy: 0.7608722086919237

              precision    recall  f1-score   support

           0       0.89      0.69      0.78  30231476
           1       0.65      0.87      0.74  19809713

    accuracy                           0.76  50041189
   macro avg       0.77      0.78      0.76  50041189
weighted avg       0.79      0.76      0.76  50041189

Accuracy: 0.7608722086919237

LR_12_0.1

              precision    recall  f1-score   support

           0       0.88      0.59      0.70  29263977
           1       0.58      0.87      0.69  18981990

    accuracy                           0.70  48245967
   macro avg       0.73      0.73      0.70  48245967
weighted avg       0.76      0.70      0.70  48245967

Accuracy: 0.6982929785612961

              precision    recall  f1-score   support

           0       0.88      0.59      0.70  29263977
           1       0.58      0.87      0.69  18981990

    accuracy                           0.70  48245967
   macro avg       0.73      0.73      0.70  48245967
weighted avg       0.76      0.70      0.70  48245967

Accuracy: 0.6982929785612961

LR_12_0.2

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.82      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.73      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7202365352698812

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.82      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.73      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7202365352698812

LR_12_0.4

              precision    recall  f1-score   support

           0       0.89      0.69      0.77  26121772
           1       0.60      0.84      0.70  14505950

    accuracy                           0.74  40627722
   macro avg       0.74      0.77      0.74  40627722
weighted avg       0.78      0.74      0.75  40627722

Accuracy: 0.7429330642756687

              precision    recall  f1-score   support

           0       0.89      0.69      0.77  26121772
           1       0.60      0.84      0.70  14505950

    accuracy                           0.74  40627722
   macro avg       0.74      0.77      0.74  40627722
weighted avg       0.78      0.74      0.75  40627722

Accuracy: 0.7429330642756687

LR_12_All

              precision    recall  f1-score   support

           0       0.73      0.31      0.44 144486817
           1       0.43      0.81      0.56  90948310

    accuracy                           0.51 235435127
   macro avg       0.58      0.56      0.50 235435127
weighted avg       0.61      0.51      0.48 235435127

Accuracy: 0.506046695402424

              precision    recall  f1-score   support

           0       0.73      0.31      0.44 144486817
           1       0.43      0.81      0.56  90948310

    accuracy                           0.51 235435127
   macro avg       0.58      0.56      0.50 235435127
weighted avg       0.61      0.51      0.48 235435127

Accuracy: 0.506046695402424

LR_13_0.001

              precision    recall  f1-score   support

           0       0.89      0.69      0.78  30469299
           1       0.65      0.87      0.74  19888532

    accuracy                           0.76  50357831
   macro avg       0.77      0.78      0.76  50357831
weighted avg       0.79      0.76      0.76  50357831

Accuracy: 0.7611932094533619

              precision    recall  f1-score   support

           0       0.89      0.69      0.78  30469299
           1       0.65      0.87      0.74  19888532

    accuracy                           0.76  50357831
   macro avg       0.77      0.78      0.76  50357831
weighted avg       0.79      0.76      0.76  50357831

Accuracy: 0.7611932094533619

LR_13_0.01

              precision    recall  f1-score   support

           0       0.87      0.66      0.75  30231476
           1       0.62      0.85      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.75      0.76      0.74  50041189
weighted avg       0.77      0.74      0.74  50041189

Accuracy: 0.7379024507191466

              precision    recall  f1-score   support

           0       0.87      0.66      0.75  30231476
           1       0.62      0.85      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.75      0.76      0.74  50041189
weighted avg       0.77      0.74      0.74  50041189

Accuracy: 0.7379024507191466

LR_13_0.1

              precision    recall  f1-score   support

           0       0.83      0.64      0.72  29263977
           1       0.59      0.80      0.68  18981990

    accuracy                           0.70  48245967
   macro avg       0.71      0.72      0.70  48245967
weighted avg       0.74      0.70      0.71  48245967

Accuracy: 0.7041242431724914

              precision    recall  f1-score   support

           0       0.83      0.64      0.72  29263977
           1       0.59      0.80      0.68  18981990

    accuracy                           0.70  48245967
   macro avg       0.71      0.72      0.70  48245967
weighted avg       0.74      0.70      0.71  48245967

Accuracy: 0.7041242431724914

LR_13_0.2

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.82      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.73      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7202479514829574

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.82      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.73      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7202479514829574

LR_13_0.4

              precision    recall  f1-score   support

           0       0.89      0.66      0.76  26121772
           1       0.58      0.86      0.70  14505950

    accuracy                           0.73  40627722
   macro avg       0.74      0.76      0.73  40627722
weighted avg       0.78      0.73      0.74  40627722

Accuracy: 0.7319589811114686

              precision    recall  f1-score   support

           0       0.89      0.66      0.76  26121772
           1       0.58      0.86      0.70  14505950

    accuracy                           0.73  40627722
   macro avg       0.74      0.76      0.73  40627722
weighted avg       0.78      0.73      0.74  40627722

Accuracy: 0.7319589811114686

LR_13_All

              precision    recall  f1-score   support

           0       0.69      0.31      0.43 144486817
           1       0.41      0.77      0.54  90948310

    accuracy                           0.49 235435127
   macro avg       0.55      0.54      0.49 235435127
weighted avg       0.58      0.49      0.47 235435127

Accuracy: 0.49110166555562457

              precision    recall  f1-score   support

           0       0.69      0.31      0.43 144486817
           1       0.41      0.77      0.54  90948310

    accuracy                           0.49 235435127
   macro avg       0.55      0.54      0.49 235435127
weighted avg       0.58      0.49      0.47 235435127

Accuracy: 0.49110166555562457

LR_14_0.001

              precision    recall  f1-score   support

           0       0.88      0.69      0.77  30469299
           1       0.64      0.86      0.74  19888532

    accuracy                           0.76  50357831
   macro avg       0.76      0.77      0.75  50357831
weighted avg       0.79      0.76      0.76  50357831

Accuracy: 0.7556111779317898

              precision    recall  f1-score   support

           0       0.88      0.69      0.77  30469299
           1       0.64      0.86      0.74  19888532

    accuracy                           0.76  50357831
   macro avg       0.76      0.77      0.75  50357831
weighted avg       0.79      0.76      0.76  50357831

Accuracy: 0.7556111779317898

LR_14_0.01

              precision    recall  f1-score   support

           0       0.87      0.66      0.75  30231476
           1       0.62      0.85      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.75      0.76      0.74  50041189
weighted avg       0.77      0.74      0.74  50041189

Accuracy: 0.7379092651055913

              precision    recall  f1-score   support

           0       0.87      0.66      0.75  30231476
           1       0.62      0.85      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.75      0.76      0.74  50041189
weighted avg       0.77      0.74      0.74  50041189

Accuracy: 0.7379092651055913

LR_14_0.1

              precision    recall  f1-score   support

           0       0.83      0.64      0.72  29263977
           1       0.59      0.80      0.68  18981990

    accuracy                           0.70  48245967
   macro avg       0.71      0.72      0.70  48245967
weighted avg       0.74      0.70      0.71  48245967

Accuracy: 0.7040489622687012

              precision    recall  f1-score   support

           0       0.83      0.64      0.72  29263977
           1       0.59      0.80      0.68  18981990

    accuracy                           0.70  48245967
   macro avg       0.71      0.72      0.70  48245967
weighted avg       0.74      0.70      0.71  48245967

Accuracy: 0.7040489622687012

LR_14_0.2

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.82      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.73      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7202581329253593

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.82      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.73      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7202581329253593

LR_14_0.4

              precision    recall  f1-score   support

           0       0.90      0.63      0.74  26121772
           1       0.57      0.87      0.69  14505950

    accuracy                           0.72  40627722
   macro avg       0.73      0.75      0.71  40627722
weighted avg       0.78      0.72      0.72  40627722

Accuracy: 0.7152666595483744

              precision    recall  f1-score   support

           0       0.90      0.63      0.74  26121772
           1       0.57      0.87      0.69  14505950

    accuracy                           0.72  40627722
   macro avg       0.73      0.75      0.71  40627722
weighted avg       0.78      0.72      0.72  40627722

Accuracy: 0.7152666595483744

LR_14_All

              precision    recall  f1-score   support

           0       0.69      0.32      0.44 144486817
           1       0.42      0.77      0.54  90948310

    accuracy                           0.49 235435127
   macro avg       0.55      0.55      0.49 235435127
weighted avg       0.58      0.49      0.48 235435127

Accuracy: 0.4946263604920773

              precision    recall  f1-score   support

           0       0.69      0.32      0.44 144486817
           1       0.42      0.77      0.54  90948310

    accuracy                           0.49 235435127
   macro avg       0.55      0.55      0.49 235435127
weighted avg       0.58      0.49      0.48 235435127

Accuracy: 0.4946263604920773

LR_15_0.001

              precision    recall  f1-score   support

           0       0.89      0.69      0.78  30469299
           1       0.65      0.86      0.74  19888532

    accuracy                           0.76  50357831
   macro avg       0.77      0.78      0.76  50357831
weighted avg       0.79      0.76      0.76  50357831

Accuracy: 0.7611176899179792

              precision    recall  f1-score   support

           0       0.89      0.69      0.78  30469299
           1       0.65      0.86      0.74  19888532

    accuracy                           0.76  50357831
   macro avg       0.77      0.78      0.76  50357831
weighted avg       0.79      0.76      0.76  50357831

Accuracy: 0.7611176899179792

LR_15_0.01

              precision    recall  f1-score   support

           0       0.87      0.66      0.75  30231476
           1       0.62      0.85      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.75      0.76      0.74  50041189
weighted avg       0.77      0.74      0.74  50041189

Accuracy: 0.7379364227336804

              precision    recall  f1-score   support

           0       0.87      0.66      0.75  30231476
           1       0.62      0.85      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.75      0.76      0.74  50041189
weighted avg       0.77      0.74      0.74  50041189

Accuracy: 0.7379364227336804

LR_15_0.1

              precision    recall  f1-score   support

           0       0.83      0.64      0.72  29263977
           1       0.59      0.80      0.68  18981990

    accuracy                           0.70  48245967
   macro avg       0.71      0.72      0.70  48245967
weighted avg       0.74      0.70      0.71  48245967

Accuracy: 0.7039353569180197

              precision    recall  f1-score   support

           0       0.83      0.64      0.72  29263977
           1       0.59      0.80      0.68  18981990

    accuracy                           0.70  48245967
   macro avg       0.71      0.72      0.70  48245967
weighted avg       0.74      0.70      0.71  48245967

Accuracy: 0.7039353569180197

LR_15_0.2

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.82      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.73      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7202286933929675

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.82      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.73      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7202286933929675

LR_15_0.4

              precision    recall  f1-score   support

           0       0.90      0.63      0.74  26121772
           1       0.57      0.87      0.69  14505950

    accuracy                           0.72  40627722
   macro avg       0.73      0.75      0.71  40627722
weighted avg       0.78      0.72      0.72  40627722

Accuracy: 0.7152346124648583

              precision    recall  f1-score   support

           0       0.90      0.63      0.74  26121772
           1       0.57      0.87      0.69  14505950

    accuracy                           0.72  40627722
   macro avg       0.73      0.75      0.71  40627722
weighted avg       0.78      0.72      0.72  40627722

Accuracy: 0.7152346124648583

LR_15_All

              precision    recall  f1-score   support

           0       0.69      0.32      0.44 144486817
           1       0.42      0.77      0.54  90948310

    accuracy                           0.49 235435127
   macro avg       0.55      0.55      0.49 235435127
weighted avg       0.58      0.49      0.48 235435127

Accuracy: 0.49461241609880924

              precision    recall  f1-score   support

           0       0.69      0.32      0.44 144486817
           1       0.42      0.77      0.54  90948310

    accuracy                           0.49 235435127
   macro avg       0.55      0.55      0.49 235435127
weighted avg       0.58      0.49      0.48 235435127

Accuracy: 0.49461241609880924

LR_1_0.001

              precision    recall  f1-score   support

           0       0.86      0.66      0.75  30469299
           1       0.62      0.83      0.71  19888532

    accuracy                           0.73  50357831
   macro avg       0.74      0.75      0.73  50357831
weighted avg       0.76      0.73      0.73  50357831

Accuracy: 0.7289517890474672

              precision    recall  f1-score   support

           0       0.86      0.66      0.75  30469299
           1       0.62      0.83      0.71  19888532

    accuracy                           0.73  50357831
   macro avg       0.74      0.75      0.73  50357831
weighted avg       0.76      0.73      0.73  50357831

Accuracy: 0.7289517890474672

LR_1_0.01

              precision    recall  f1-score   support

           0       0.86      0.68      0.76  30231476
           1       0.63      0.83      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.74      0.76      0.74  50041189
weighted avg       0.77      0.74      0.74  50041189

Accuracy: 0.7399302402666731

              precision    recall  f1-score   support

           0       0.86      0.68      0.76  30231476
           1       0.63      0.83      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.74      0.76      0.74  50041189
weighted avg       0.77      0.74      0.74  50041189

Accuracy: 0.7399302402666731

LR_1_0.1

              precision    recall  f1-score   support

           0       0.86      0.73      0.79  29263977
           1       0.67      0.82      0.74  18981990

    accuracy                           0.77  48245967
   macro avg       0.76      0.78      0.76  48245967
weighted avg       0.79      0.77      0.77  48245967

Accuracy: 0.7676230637060296

              precision    recall  f1-score   support

           0       0.86      0.73      0.79  29263977
           1       0.67      0.82      0.74  18981990

    accuracy                           0.77  48245967
   macro avg       0.76      0.78      0.76  48245967
weighted avg       0.79      0.77      0.77  48245967

Accuracy: 0.7676230637060296

LR_1_0.2

              precision    recall  f1-score   support

           0       0.87      0.75      0.81  28400293
           1       0.67      0.81      0.74  17762125

    accuracy                           0.78  46162418
   macro avg       0.77      0.78      0.77  46162418
weighted avg       0.79      0.78      0.78  46162418

Accuracy: 0.7765185523860557

              precision    recall  f1-score   support

           0       0.87      0.75      0.81  28400293
           1       0.67      0.81      0.74  17762125

    accuracy                           0.78  46162418
   macro avg       0.77      0.78      0.77  46162418
weighted avg       0.79      0.78      0.78  46162418

Accuracy: 0.7765185523860557

LR_1_0.4

              precision    recall  f1-score   support

           0       0.87      0.77      0.82  26121772
           1       0.66      0.80      0.72  14505950

    accuracy                           0.78  40627722
   macro avg       0.76      0.78      0.77  40627722
weighted avg       0.79      0.78      0.78  40627722

Accuracy: 0.7780763587975718

              precision    recall  f1-score   support

           0       0.87      0.77      0.82  26121772
           1       0.66      0.80      0.72  14505950

    accuracy                           0.78  40627722
   macro avg       0.76      0.78      0.77  40627722
weighted avg       0.79      0.78      0.78  40627722

Accuracy: 0.7780763587975718

LR_1_All

              precision    recall  f1-score   support

           0       0.67      0.60      0.63 144486817
           1       0.46      0.54      0.50  90948310

    accuracy                           0.58 235435127
   macro avg       0.57      0.57      0.57 235435127
weighted avg       0.59      0.58      0.58 235435127

Accuracy: 0.5767005872492426

              precision    recall  f1-score   support

           0       0.67      0.60      0.63 144486817
           1       0.46      0.54      0.50  90948310

    accuracy                           0.58 235435127
   macro avg       0.57      0.57      0.57 235435127
weighted avg       0.59      0.58      0.58 235435127

Accuracy: 0.5767005872492426

LR_1_log_0.001

              precision    recall  f1-score   support

           0       0.83      0.73      0.78  30469299
           1       0.65      0.77      0.71  19888532

    accuracy                           0.75  50357831
   macro avg       0.74      0.75      0.74  50357831
weighted avg       0.76      0.75      0.75  50357831

Accuracy: 0.7465433131939301

              precision    recall  f1-score   support

           0       0.83      0.73      0.78  30469299
           1       0.65      0.77      0.71  19888532

    accuracy                           0.75  50357831
   macro avg       0.74      0.75      0.74  50357831
weighted avg       0.76      0.75      0.75  50357831

Accuracy: 0.7465433131939301

LR_1_log_0.01

              precision    recall  f1-score   support

           0       0.84      0.73      0.78  30231476
           1       0.66      0.78      0.71  19809713

    accuracy                           0.75  50041189
   macro avg       0.75      0.76      0.75  50041189
weighted avg       0.77      0.75      0.75  50041189

Accuracy: 0.751373373642261

              precision    recall  f1-score   support

           0       0.84      0.73      0.78  30231476
           1       0.66      0.78      0.71  19809713

    accuracy                           0.75  50041189
   macro avg       0.75      0.76      0.75  50041189
weighted avg       0.77      0.75      0.75  50041189

Accuracy: 0.751373373642261

LR_1_log_0.1

              precision    recall  f1-score   support

           0       0.86      0.73      0.79  29263977
           1       0.66      0.81      0.73  18981990

    accuracy                           0.76  48245967
   macro avg       0.76      0.77      0.76  48245967
weighted avg       0.78      0.76      0.76  48245967

Accuracy: 0.761670193075413

              precision    recall  f1-score   support

           0       0.86      0.73      0.79  29263977
           1       0.66      0.81      0.73  18981990

    accuracy                           0.76  48245967
   macro avg       0.76      0.77      0.76  48245967
weighted avg       0.78      0.76      0.76  48245967

Accuracy: 0.761670193075413

LR_1_log_0.2

              precision    recall  f1-score   support

           0       0.87      0.72      0.79  28400293
           1       0.65      0.83      0.73  17762125

    accuracy                           0.76  46162418
   macro avg       0.76      0.77      0.76  46162418
weighted avg       0.79      0.76      0.77  46162418

Accuracy: 0.7624651507639829

              precision    recall  f1-score   support

           0       0.87      0.72      0.79  28400293
           1       0.65      0.83      0.73  17762125

    accuracy                           0.76  46162418
   macro avg       0.76      0.77      0.76  46162418
weighted avg       0.79      0.76      0.77  46162418

Accuracy: 0.7624651507639829

LR_1_log_0.4

              precision    recall  f1-score   support

           0       0.88      0.71      0.79  26121772
           1       0.61      0.83      0.71  14505950

    accuracy                           0.75  40627722
   macro avg       0.75      0.77      0.75  40627722
weighted avg       0.79      0.75      0.76  40627722

Accuracy: 0.7535204164289595

              precision    recall  f1-score   support

           0       0.88      0.71      0.79  26121772
           1       0.61      0.83      0.71  14505950

    accuracy                           0.75  40627722
   macro avg       0.75      0.77      0.75  40627722
weighted avg       0.79      0.75      0.76  40627722

Accuracy: 0.7535204164289595

LR_1_log_All

              precision    recall  f1-score   support

           0       0.73      0.56      0.64 144486817
           1       0.49      0.67      0.57  90948310

    accuracy                           0.61 235435127
   macro avg       0.61      0.62      0.60 235435127
weighted avg       0.64      0.61      0.61 235435127

Accuracy: 0.6053789670901573

              precision    recall  f1-score   support

           0       0.73      0.56      0.64 144486817
           1       0.49      0.67      0.57  90948310

    accuracy                           0.61 235435127
   macro avg       0.61      0.62      0.60 235435127
weighted avg       0.64      0.61      0.61 235435127

Accuracy: 0.6053789670901573

LR_1_mean_0.001

              precision    recall  f1-score   support

           0       0.86      0.71      0.78  30469299
           1       0.65      0.82      0.73  19888532

    accuracy                           0.75  50357831
   macro avg       0.75      0.77      0.75  50357831
weighted avg       0.78      0.75      0.76  50357831

Accuracy: 0.7549619243926531

              precision    recall  f1-score   support

           0       0.86      0.71      0.78  30469299
           1       0.65      0.82      0.73  19888532

    accuracy                           0.75  50357831
   macro avg       0.75      0.77      0.75  50357831
weighted avg       0.78      0.75      0.76  50357831

Accuracy: 0.7549619243926531

LR_1_mean_0.01

              precision    recall  f1-score   support

           0       0.81      0.66      0.73  30231476
           1       0.60      0.76      0.67  19809713

    accuracy                           0.70  50041189
   macro avg       0.70      0.71      0.70  50041189
weighted avg       0.73      0.70      0.71  50041189

Accuracy: 0.7019766456788227

              precision    recall  f1-score   support

           0       0.81      0.66      0.73  30231476
           1       0.60      0.76      0.67  19809713

    accuracy                           0.70  50041189
   macro avg       0.70      0.71      0.70  50041189
weighted avg       0.73      0.70      0.71  50041189

Accuracy: 0.7019766456788227

LR_1_mean_0.1

              precision    recall  f1-score   support

           0       0.83      0.64      0.72  29263977
           1       0.59      0.80      0.68  18981990

    accuracy                           0.70  48245967
   macro avg       0.71      0.72      0.70  48245967
weighted avg       0.74      0.70      0.71  48245967

Accuracy: 0.7043372143416672

              precision    recall  f1-score   support

           0       0.83      0.64      0.72  29263977
           1       0.59      0.80      0.68  18981990

    accuracy                           0.70  48245967
   macro avg       0.71      0.72      0.70  48245967
weighted avg       0.74      0.70      0.71  48245967

Accuracy: 0.7043372143416672

LR_1_mean_0.2

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.82      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.73      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7203463865346048

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.82      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.73      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7203463865346048

LR_1_mean_0.4

              precision    recall  f1-score   support

           0       0.89      0.69      0.77  26121772
           1       0.60      0.84      0.70  14505950

    accuracy                           0.74  40627722
   macro avg       0.74      0.76      0.74  40627722
weighted avg       0.78      0.74      0.75  40627722

Accuracy: 0.7424505612202427

              precision    recall  f1-score   support

           0       0.89      0.69      0.77  26121772
           1       0.60      0.84      0.70  14505950

    accuracy                           0.74  40627722
   macro avg       0.74      0.76      0.74  40627722
weighted avg       0.78      0.74      0.75  40627722

Accuracy: 0.7424505612202427

LR_1_mean_All

              precision    recall  f1-score   support

           0       0.69      0.39      0.50 144486817
           1       0.42      0.72      0.53  90948310

    accuracy                           0.52 235435127
   macro avg       0.55      0.55      0.51 235435127
weighted avg       0.58      0.52      0.51 235435127

Accuracy: 0.5151163105750146

              precision    recall  f1-score   support

           0       0.69      0.39      0.50 144486817
           1       0.42      0.72      0.53  90948310

    accuracy                           0.52 235435127
   macro avg       0.55      0.55      0.51 235435127
weighted avg       0.58      0.52      0.51 235435127

Accuracy: 0.5151163105750146

LR_1_robust_scaler_0.001

              precision    recall  f1-score   support

           0       0.86      0.66      0.75  30469299
           1       0.62      0.83      0.71  19888532

    accuracy                           0.73  50357831
   macro avg       0.74      0.75      0.73  50357831
weighted avg       0.76      0.73      0.73  50357831

Accuracy: 0.7289659477192336

              precision    recall  f1-score   support

           0       0.86      0.66      0.75  30469299
           1       0.62      0.83      0.71  19888532

    accuracy                           0.73  50357831
   macro avg       0.74      0.75      0.73  50357831
weighted avg       0.76      0.73      0.73  50357831

Accuracy: 0.7289659477192336

LR_1_robust_scaler_0.01

              precision    recall  f1-score   support

           0       0.86      0.68      0.76  30231476
           1       0.63      0.83      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.74      0.76      0.74  50041189
weighted avg       0.77      0.74      0.74  50041189

Accuracy: 0.7398954289435449

              precision    recall  f1-score   support

           0       0.86      0.68      0.76  30231476
           1       0.63      0.83      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.74      0.76      0.74  50041189
weighted avg       0.77      0.74      0.74  50041189

Accuracy: 0.7398954289435449

LR_1_robust_scaler_0.1

              precision    recall  f1-score   support

           0       0.86      0.73      0.79  29263977
           1       0.67      0.82      0.74  18981990

    accuracy                           0.77  48245967
   macro avg       0.76      0.78      0.76  48245967
weighted avg       0.79      0.77      0.77  48245967

Accuracy: 0.7676340283530849

              precision    recall  f1-score   support

           0       0.86      0.73      0.79  29263977
           1       0.67      0.82      0.74  18981990

    accuracy                           0.77  48245967
   macro avg       0.76      0.78      0.76  48245967
weighted avg       0.79      0.77      0.77  48245967

Accuracy: 0.7676340283530849

LR_1_robust_scaler_0.2

              precision    recall  f1-score   support

           0       0.87      0.75      0.81  28400293
           1       0.67      0.81      0.74  17762125

    accuracy                           0.78  46162418
   macro avg       0.77      0.78      0.77  46162418
weighted avg       0.79      0.78      0.78  46162418

Accuracy: 0.7765035618368171

              precision    recall  f1-score   support

           0       0.87      0.75      0.81  28400293
           1       0.67      0.81      0.74  17762125

    accuracy                           0.78  46162418
   macro avg       0.77      0.78      0.77  46162418
weighted avg       0.79      0.78      0.78  46162418

Accuracy: 0.7765035618368171

LR_1_robust_scaler_0.4

              precision    recall  f1-score   support

           0       0.87      0.77      0.82  26121772
           1       0.66      0.80      0.72  14505950

    accuracy                           0.78  40627722
   macro avg       0.76      0.78      0.77  40627722
weighted avg       0.79      0.78      0.78  40627722

Accuracy: 0.7780789678535263

              precision    recall  f1-score   support

           0       0.87      0.77      0.82  26121772
           1       0.66      0.80      0.72  14505950

    accuracy                           0.78  40627722
   macro avg       0.76      0.78      0.77  40627722
weighted avg       0.79      0.78      0.78  40627722

Accuracy: 0.7780789678535263

LR_1_robust_scaler_All

              precision    recall  f1-score   support

           0       0.69      0.51      0.59 144486817
           1       0.45      0.63      0.52  90948310

    accuracy                           0.56 235435127
   macro avg       0.57      0.57      0.55 235435127
weighted avg       0.59      0.56      0.56 235435127

Accuracy: 0.5569676355049601

              precision    recall  f1-score   support

           0       0.69      0.51      0.59 144486817
           1       0.45      0.63      0.52  90948310

    accuracy                           0.56 235435127
   macro avg       0.57      0.57      0.55 235435127
weighted avg       0.59      0.56      0.56 235435127

Accuracy: 0.5569676355049601

LR_1_std_scaler_0.001

              precision    recall  f1-score   support

           0       0.86      0.66      0.75  30469299
           1       0.62      0.83      0.71  19888532

    accuracy                           0.73  50357831
   macro avg       0.74      0.75      0.73  50357831
weighted avg       0.76      0.73      0.73  50357831

Accuracy: 0.7289902934858334

              precision    recall  f1-score   support

           0       0.86      0.66      0.75  30469299
           1       0.62      0.83      0.71  19888532

    accuracy                           0.73  50357831
   macro avg       0.74      0.75      0.73  50357831
weighted avg       0.76      0.73      0.73  50357831

Accuracy: 0.7289902934858334

LR_1_std_scaler_0.01

              precision    recall  f1-score   support

           0       0.86      0.68      0.76  30231476
           1       0.63      0.83      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.74      0.76      0.74  50041189
weighted avg       0.77      0.74      0.74  50041189

Accuracy: 0.739903102622122

              precision    recall  f1-score   support

           0       0.86      0.68      0.76  30231476
           1       0.63      0.83      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.74      0.76      0.74  50041189
weighted avg       0.77      0.74      0.74  50041189

Accuracy: 0.739903102622122

LR_1_std_scaler_0.1

              precision    recall  f1-score   support

           0       0.86      0.73      0.79  29263977
           1       0.67      0.82      0.74  18981990

    accuracy                           0.77  48245967
   macro avg       0.76      0.78      0.76  48245967
weighted avg       0.79      0.77      0.77  48245967

Accuracy: 0.7676588387170269

              precision    recall  f1-score   support

           0       0.86      0.73      0.79  29263977
           1       0.67      0.82      0.74  18981990

    accuracy                           0.77  48245967
   macro avg       0.76      0.78      0.76  48245967
weighted avg       0.79      0.77      0.77  48245967

Accuracy: 0.7676588387170269

LR_1_std_scaler_0.2

              precision    recall  f1-score   support

           0       0.87      0.75      0.81  28400293
           1       0.67      0.81      0.74  17762125

    accuracy                           0.78  46162418
   macro avg       0.77      0.78      0.77  46162418
weighted avg       0.79      0.78      0.78  46162418

Accuracy: 0.7765868113754353

              precision    recall  f1-score   support

           0       0.87      0.75      0.81  28400293
           1       0.67      0.81      0.74  17762125

    accuracy                           0.78  46162418
   macro avg       0.77      0.78      0.77  46162418
weighted avg       0.79      0.78      0.78  46162418

Accuracy: 0.7765868113754353

LR_1_std_scaler_0.4

              precision    recall  f1-score   support

           0       0.87      0.77      0.82  26121772
           1       0.66      0.80      0.72  14505950

    accuracy                           0.78  40627722
   macro avg       0.76      0.78      0.77  40627722
weighted avg       0.79      0.78      0.78  40627722

Accuracy: 0.7782466120054676

              precision    recall  f1-score   support

           0       0.87      0.77      0.82  26121772
           1       0.66      0.80      0.72  14505950

    accuracy                           0.78  40627722
   macro avg       0.76      0.78      0.77  40627722
weighted avg       0.79      0.78      0.78  40627722

Accuracy: 0.7782466120054676

LR_1_std_scaler_All

              precision    recall  f1-score   support

           0       0.69      0.51      0.59 144486817
           1       0.45      0.63      0.52  90948310

    accuracy                           0.56 235435127
   macro avg       0.57      0.57      0.55 235435127
weighted avg       0.59      0.56      0.56 235435127

Accuracy: 0.5570035307433118

              precision    recall  f1-score   support

           0       0.69      0.51      0.59 144486817
           1       0.45      0.63      0.52  90948310

    accuracy                           0.56 235435127
   macro avg       0.57      0.57      0.55 235435127
weighted avg       0.59      0.56      0.56 235435127

Accuracy: 0.5570035307433118

LR_2_0.001

              precision    recall  f1-score   support

           0       0.74      0.71      0.72  30469299
           1       0.58      0.61      0.59  19888532

    accuracy                           0.67  50357831
   macro avg       0.66      0.66      0.66  50357831
weighted avg       0.67      0.67      0.67  50357831

Accuracy: 0.6680608225560787

              precision    recall  f1-score   support

           0       0.74      0.71      0.72  30469299
           1       0.58      0.61      0.59  19888532

    accuracy                           0.67  50357831
   macro avg       0.66      0.66      0.66  50357831
weighted avg       0.67      0.67      0.67  50357831

Accuracy: 0.6680608225560787

LR_2_0.01

              precision    recall  f1-score   support

           0       0.75      0.71      0.73  30231476
           1       0.59      0.63      0.61  19809713

    accuracy                           0.68  50041189
   macro avg       0.67      0.67      0.67  50041189
weighted avg       0.68      0.68      0.68  50041189

Accuracy: 0.6778870302222435

              precision    recall  f1-score   support

           0       0.75      0.71      0.73  30231476
           1       0.59      0.63      0.61  19809713

    accuracy                           0.68  50041189
   macro avg       0.67      0.67      0.67  50041189
weighted avg       0.68      0.68      0.68  50041189

Accuracy: 0.6778870302222435

LR_2_0.1

              precision    recall  f1-score   support

           0       0.78      0.73      0.75  29263977
           1       0.62      0.68      0.65  18981990

    accuracy                           0.71  48245967
   macro avg       0.70      0.70      0.70  48245967
weighted avg       0.72      0.71      0.71  48245967

Accuracy: 0.7090260414927532

              precision    recall  f1-score   support

           0       0.78      0.73      0.75  29263977
           1       0.62      0.68      0.65  18981990

    accuracy                           0.71  48245967
   macro avg       0.70      0.70      0.70  48245967
weighted avg       0.72      0.71      0.71  48245967

Accuracy: 0.7090260414927532

LR_2_0.2

              precision    recall  f1-score   support

           0       0.80      0.74      0.77  28400293
           1       0.63      0.71      0.67  17762125

    accuracy                           0.73  46162418
   macro avg       0.72      0.72      0.72  46162418
weighted avg       0.74      0.73      0.73  46162418

Accuracy: 0.7284046299307805

              precision    recall  f1-score   support

           0       0.80      0.74      0.77  28400293
           1       0.63      0.71      0.67  17762125

    accuracy                           0.73  46162418
   macro avg       0.72      0.72      0.72  46162418
weighted avg       0.74      0.73      0.73  46162418

Accuracy: 0.7284046299307805

LR_2_0.4

              precision    recall  f1-score   support

           0       0.85      0.69      0.77  26121772
           1       0.59      0.78      0.67  14505950

    accuracy                           0.73  40627722
   macro avg       0.72      0.74      0.72  40627722
weighted avg       0.76      0.73      0.73  40627722

Accuracy: 0.726333216516545

              precision    recall  f1-score   support

           0       0.85      0.69      0.77  26121772
           1       0.59      0.78      0.67  14505950

    accuracy                           0.73  40627722
   macro avg       0.72      0.74      0.72  40627722
weighted avg       0.76      0.73      0.73  40627722

Accuracy: 0.726333216516545

LR_2_All

              precision    recall  f1-score   support

           0       0.67      0.78      0.72 144486817
           1       0.53      0.39      0.45  90948310

    accuracy                           0.63 235435127
   macro avg       0.60      0.59      0.59 235435127
weighted avg       0.62      0.63      0.62 235435127

Accuracy: 0.6319147567134279

              precision    recall  f1-score   support

           0       0.67      0.78      0.72 144486817
           1       0.53      0.39      0.45  90948310

    accuracy                           0.63 235435127
   macro avg       0.60      0.59      0.59 235435127
weighted avg       0.62      0.63      0.62 235435127

Accuracy: 0.6319147567134279

LR_2_log_0.001

              precision    recall  f1-score   support

           0       0.78      0.60      0.68  30469299
           1       0.55      0.74      0.63  19888532

    accuracy                           0.66  50357831
   macro avg       0.66      0.67      0.65  50357831
weighted avg       0.69      0.66      0.66  50357831

Accuracy: 0.6557921249626498

              precision    recall  f1-score   support

           0       0.78      0.60      0.68  30469299
           1       0.55      0.74      0.63  19888532

    accuracy                           0.66  50357831
   macro avg       0.66      0.67      0.65  50357831
weighted avg       0.69      0.66      0.66  50357831

Accuracy: 0.6557921249626498

LR_2_log_0.01

              precision    recall  f1-score   support

           0       0.80      0.61      0.69  30231476
           1       0.56      0.76      0.65  19809713

    accuracy                           0.67  50041189
   macro avg       0.68      0.69      0.67  50041189
weighted avg       0.70      0.67      0.68  50041189

Accuracy: 0.6719362523540358

              precision    recall  f1-score   support

           0       0.80      0.61      0.69  30231476
           1       0.56      0.76      0.65  19809713

    accuracy                           0.67  50041189
   macro avg       0.68      0.69      0.67  50041189
weighted avg       0.70      0.67      0.68  50041189

Accuracy: 0.6719362523540358

LR_2_log_0.1

              precision    recall  f1-score   support

           0       0.83      0.64      0.73  29263977
           1       0.59      0.80      0.68  18981990

    accuracy                           0.71  48245967
   macro avg       0.71      0.72      0.70  48245967
weighted avg       0.74      0.71      0.71  48245967

Accuracy: 0.7052470313218098

              precision    recall  f1-score   support

           0       0.83      0.64      0.73  29263977
           1       0.59      0.80      0.68  18981990

    accuracy                           0.71  48245967
   macro avg       0.71      0.72      0.70  48245967
weighted avg       0.74      0.71      0.71  48245967

Accuracy: 0.7052470313218098

LR_2_log_0.2

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.81      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.72      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7193205087307168

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.81      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.72      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7193205087307168

LR_2_log_0.4

              precision    recall  f1-score   support

           0       0.88      0.69      0.77  26121772
           1       0.59      0.83      0.69  14505950

    accuracy                           0.74  40627722
   macro avg       0.74      0.76      0.73  40627722
weighted avg       0.78      0.74      0.74  40627722

Accuracy: 0.7374874968377504

              precision    recall  f1-score   support

           0       0.88      0.69      0.77  26121772
           1       0.59      0.83      0.69  14505950

    accuracy                           0.74  40627722
   macro avg       0.74      0.76      0.73  40627722
weighted avg       0.78      0.74      0.74  40627722

Accuracy: 0.7374874968377504

LR_2_log_All

              precision    recall  f1-score   support

           0       0.69      0.54      0.60 144486817
           1       0.46      0.62      0.52  90948310

    accuracy                           0.57 235435127
   macro avg       0.57      0.58      0.56 235435127
weighted avg       0.60      0.57      0.57 235435127

Accuracy: 0.567944417232183

              precision    recall  f1-score   support

           0       0.69      0.54      0.60 144486817
           1       0.46      0.62      0.52  90948310

    accuracy                           0.57 235435127
   macro avg       0.57      0.58      0.56 235435127
weighted avg       0.60      0.57      0.57 235435127

Accuracy: 0.567944417232183

LR_2_mean_0.001

              precision    recall  f1-score   support

           0       0.78      0.60      0.68  30469299
           1       0.55      0.74      0.63  19888532

    accuracy                           0.66  50357831
   macro avg       0.67      0.67      0.66  50357831
weighted avg       0.69      0.66      0.66  50357831

Accuracy: 0.6570688876572146

              precision    recall  f1-score   support

           0       0.78      0.60      0.68  30469299
           1       0.55      0.74      0.63  19888532

    accuracy                           0.66  50357831
   macro avg       0.67      0.67      0.66  50357831
weighted avg       0.69      0.66      0.66  50357831

Accuracy: 0.6570688876572146

LR_2_mean_0.01

              precision    recall  f1-score   support

           0       0.80      0.60      0.69  30231476
           1       0.56      0.77      0.65  19809713

    accuracy                           0.67  50041189
   macro avg       0.68      0.69      0.67  50041189
weighted avg       0.70      0.67      0.67  50041189

Accuracy: 0.6680492943522984

              precision    recall  f1-score   support

           0       0.80      0.60      0.69  30231476
           1       0.56      0.77      0.65  19809713

    accuracy                           0.67  50041189
   macro avg       0.68      0.69      0.67  50041189
weighted avg       0.70      0.67      0.67  50041189

Accuracy: 0.6680492943522984

LR_2_mean_0.1

              precision    recall  f1-score   support

           0       0.83      0.64      0.72  29263977
           1       0.59      0.80      0.68  18981990

    accuracy                           0.70  48245967
   macro avg       0.71      0.72      0.70  48245967
weighted avg       0.74      0.70      0.71  48245967

Accuracy: 0.7039362896384687

              precision    recall  f1-score   support

           0       0.83      0.64      0.72  29263977
           1       0.59      0.80      0.68  18981990

    accuracy                           0.70  48245967
   macro avg       0.71      0.72      0.70  48245967
weighted avg       0.74      0.70      0.71  48245967

Accuracy: 0.7039362896384687

LR_2_mean_0.2

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.82      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.73      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7202753980521558

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.82      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.73      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7202753980521558

LR_2_mean_0.4

              precision    recall  f1-score   support

           0       0.89      0.69      0.77  26121772
           1       0.60      0.84      0.70  14505950

    accuracy                           0.74  40627722
   macro avg       0.74      0.76      0.74  40627722
weighted avg       0.78      0.74      0.75  40627722

Accuracy: 0.7423285509337688

              precision    recall  f1-score   support

           0       0.89      0.69      0.77  26121772
           1       0.60      0.84      0.70  14505950

    accuracy                           0.74  40627722
   macro avg       0.74      0.76      0.74  40627722
weighted avg       0.78      0.74      0.75  40627722

Accuracy: 0.7423285509337688

LR_2_mean_All

              precision    recall  f1-score   support

           0       0.65      0.51      0.57 144486817
           1       0.42      0.55      0.48  90948310

    accuracy                           0.53 235435127
   macro avg       0.53      0.53      0.53 235435127
weighted avg       0.56      0.53      0.54 235435127

Accuracy: 0.5302307076717571

              precision    recall  f1-score   support

           0       0.65      0.51      0.57 144486817
           1       0.42      0.55      0.48  90948310

    accuracy                           0.53 235435127
   macro avg       0.53      0.53      0.53 235435127
weighted avg       0.56      0.53      0.54 235435127

Accuracy: 0.5302307076717571

LR_3_0.001

              precision    recall  f1-score   support

           0       0.74      0.68      0.71  30469299
           1       0.56      0.64      0.60  19888532

    accuracy                           0.66  50357831
   macro avg       0.65      0.66      0.65  50357831
weighted avg       0.67      0.66      0.67  50357831

Accuracy: 0.6633904863773818

              precision    recall  f1-score   support

           0       0.74      0.68      0.71  30469299
           1       0.56      0.64      0.60  19888532

    accuracy                           0.66  50357831
   macro avg       0.65      0.66      0.65  50357831
weighted avg       0.67      0.66      0.67  50357831

Accuracy: 0.6633904863773818

LR_3_0.01

              precision    recall  f1-score   support

           0       0.75      0.71      0.73  30231476
           1       0.59      0.63      0.61  19809713

    accuracy                           0.68  50041189
   macro avg       0.67      0.67      0.67  50041189
weighted avg       0.68      0.68      0.68  50041189

Accuracy: 0.6782051881301222

              precision    recall  f1-score   support

           0       0.75      0.71      0.73  30231476
           1       0.59      0.63      0.61  19809713

    accuracy                           0.68  50041189
   macro avg       0.67      0.67      0.67  50041189
weighted avg       0.68      0.68      0.68  50041189

Accuracy: 0.6782051881301222

LR_3_0.1

              precision    recall  f1-score   support

           0       0.78      0.73      0.75  29263977
           1       0.62      0.68      0.65  18981990

    accuracy                           0.71  48245967
   macro avg       0.70      0.70      0.70  48245967
weighted avg       0.72      0.71      0.71  48245967

Accuracy: 0.7090318243595366

              precision    recall  f1-score   support

           0       0.78      0.73      0.75  29263977
           1       0.62      0.68      0.65  18981990

    accuracy                           0.71  48245967
   macro avg       0.70      0.70      0.70  48245967
weighted avg       0.72      0.71      0.71  48245967

Accuracy: 0.7090318243595366

LR_3_0.2

              precision    recall  f1-score   support

           0       0.80      0.74      0.77  28400293
           1       0.63      0.71      0.67  17762125

    accuracy                           0.73  46162418
   macro avg       0.72      0.72      0.72  46162418
weighted avg       0.74      0.73      0.73  46162418

Accuracy: 0.7283977628728201

              precision    recall  f1-score   support

           0       0.80      0.74      0.77  28400293
           1       0.63      0.71      0.67  17762125

    accuracy                           0.73  46162418
   macro avg       0.72      0.72      0.72  46162418
weighted avg       0.74      0.73      0.73  46162418

Accuracy: 0.7283977628728201

LR_3_0.4

              precision    recall  f1-score   support

           0       0.84      0.76      0.80  26121772
           1       0.63      0.74      0.68  14505950

    accuracy                           0.75  40627722
   macro avg       0.74      0.75      0.74  40627722
weighted avg       0.77      0.75      0.76  40627722

Accuracy: 0.7534139866370061

              precision    recall  f1-score   support

           0       0.84      0.76      0.80  26121772
           1       0.63      0.74      0.68  14505950

    accuracy                           0.75  40627722
   macro avg       0.74      0.75      0.74  40627722
weighted avg       0.77      0.75      0.76  40627722

Accuracy: 0.7534139866370061

LR_3_All

              precision    recall  f1-score   support

           0       0.67      0.78      0.72 144486817
           1       0.53      0.39      0.45  90948310

    accuracy                           0.63 235435127
   macro avg       0.60      0.59      0.59 235435127
weighted avg       0.62      0.63      0.62 235435127

Accuracy: 0.6319136353854283

              precision    recall  f1-score   support

           0       0.67      0.78      0.72 144486817
           1       0.53      0.39      0.45  90948310

    accuracy                           0.63 235435127
   macro avg       0.60      0.59      0.59 235435127
weighted avg       0.62      0.63      0.62 235435127

Accuracy: 0.6319136353854283

LR_3_log_0.001

              precision    recall  f1-score   support

           0       0.76      0.64      0.70  30469299
           1       0.56      0.70      0.62  19888532

    accuracy                           0.66  50357831
   macro avg       0.66      0.67      0.66  50357831
weighted avg       0.68      0.66      0.67  50357831

Accuracy: 0.6628697927835693

              precision    recall  f1-score   support

           0       0.76      0.64      0.70  30469299
           1       0.56      0.70      0.62  19888532

    accuracy                           0.66  50357831
   macro avg       0.66      0.67      0.66  50357831
weighted avg       0.68      0.66      0.67  50357831

Accuracy: 0.6628697927835693

LR_3_log_0.01

              precision    recall  f1-score   support

           0       0.79      0.62      0.70  30231476
           1       0.57      0.75      0.65  19809713

    accuracy                           0.67  50041189
   macro avg       0.68      0.69      0.67  50041189
weighted avg       0.70      0.67      0.68  50041189

Accuracy: 0.6729913232077679

              precision    recall  f1-score   support

           0       0.79      0.62      0.70  30231476
           1       0.57      0.75      0.65  19809713

    accuracy                           0.67  50041189
   macro avg       0.68      0.69      0.67  50041189
weighted avg       0.70      0.67      0.68  50041189

Accuracy: 0.6729913232077679

LR_3_log_0.1

              precision    recall  f1-score   support

           0       0.83      0.64      0.73  29263977
           1       0.59      0.80      0.68  18981990

    accuracy                           0.71  48245967
   macro avg       0.71      0.72      0.70  48245967
weighted avg       0.74      0.71      0.71  48245967

Accuracy: 0.7053253798395211

              precision    recall  f1-score   support

           0       0.83      0.64      0.73  29263977
           1       0.59      0.80      0.68  18981990

    accuracy                           0.71  48245967
   macro avg       0.71      0.72      0.70  48245967
weighted avg       0.74      0.71      0.71  48245967

Accuracy: 0.7053253798395211

LR_3_log_0.2

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.81      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.72      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7193616677531927

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.81      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.72      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7193616677531927

LR_3_log_0.4

              precision    recall  f1-score   support

           0       0.88      0.69      0.77  26121772
           1       0.59      0.83      0.69  14505950

    accuracy                           0.74  40627722
   macro avg       0.74      0.76      0.73  40627722
weighted avg       0.78      0.74      0.74  40627722

Accuracy: 0.7374562620075031

              precision    recall  f1-score   support

           0       0.88      0.69      0.77  26121772
           1       0.59      0.83      0.69  14505950

    accuracy                           0.74  40627722
   macro avg       0.74      0.76      0.73  40627722
weighted avg       0.78      0.74      0.74  40627722

Accuracy: 0.7374562620075031

LR_3_log_All

              precision    recall  f1-score   support

           0       0.69      0.55      0.61 144486817
           1       0.46      0.61      0.52  90948310

    accuracy                           0.57 235435127
   macro avg       0.57      0.58      0.57 235435127
weighted avg       0.60      0.57      0.58 235435127

Accuracy: 0.570340622960651

              precision    recall  f1-score   support

           0       0.69      0.55      0.61 144486817
           1       0.46      0.61      0.52  90948310

    accuracy                           0.57 235435127
   macro avg       0.57      0.58      0.57 235435127
weighted avg       0.60      0.57      0.58 235435127

Accuracy: 0.570340622960651

LR_3_mean_0.001

              precision    recall  f1-score   support

           0       0.76      0.64      0.70  30469299
           1       0.56      0.69      0.62  19888532

    accuracy                           0.66  50357831
   macro avg       0.66      0.67      0.66  50357831
weighted avg       0.68      0.66      0.67  50357831

Accuracy: 0.6620727370088676

              precision    recall  f1-score   support

           0       0.76      0.64      0.70  30469299
           1       0.56      0.69      0.62  19888532

    accuracy                           0.66  50357831
   macro avg       0.66      0.67      0.66  50357831
weighted avg       0.68      0.66      0.67  50357831

Accuracy: 0.6620727370088676

LR_3_mean_0.01

              precision    recall  f1-score   support

           0       0.80      0.61      0.69  30231476
           1       0.56      0.76      0.65  19809713

    accuracy                           0.67  50041189
   macro avg       0.68      0.68      0.67  50041189
weighted avg       0.70      0.67      0.67  50041189

Accuracy: 0.6690288873831515

              precision    recall  f1-score   support

           0       0.80      0.61      0.69  30231476
           1       0.56      0.76      0.65  19809713

    accuracy                           0.67  50041189
   macro avg       0.68      0.68      0.67  50041189
weighted avg       0.70      0.67      0.67  50041189

Accuracy: 0.6690288873831515

LR_3_mean_0.1

              precision    recall  f1-score   support

           0       0.83      0.64      0.72  29263977
           1       0.59      0.80      0.68  18981990

    accuracy                           0.70  48245967
   macro avg       0.71      0.72      0.70  48245967
weighted avg       0.74      0.70      0.71  48245967

Accuracy: 0.704026950066106

              precision    recall  f1-score   support

           0       0.83      0.64      0.72  29263977
           1       0.59      0.80      0.68  18981990

    accuracy                           0.70  48245967
   macro avg       0.71      0.72      0.70  48245967
weighted avg       0.74      0.70      0.71  48245967

Accuracy: 0.704026950066106

LR_3_mean_0.2

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.82      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.73      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7203059207167181

              precision    recall  f1-score   support

           0       0.85      0.66      0.74  28400293
           1       0.60      0.82      0.69  17762125

    accuracy                           0.72  46162418
   macro avg       0.73      0.74      0.72  46162418
weighted avg       0.75      0.72      0.72  46162418

Accuracy: 0.7203059207167181

LR_3_mean_0.4

              precision    recall  f1-score   support

           0       0.89      0.69      0.77  26121772
           1       0.60      0.84      0.70  14505950

    accuracy                           0.74  40627722
   macro avg       0.74      0.76      0.74  40627722
weighted avg       0.78      0.74      0.75  40627722

Accuracy: 0.7423466912567729

              precision    recall  f1-score   support

           0       0.89      0.69      0.77  26121772
           1       0.60      0.84      0.70  14505950

    accuracy                           0.74  40627722
   macro avg       0.74      0.76      0.74  40627722
weighted avg       0.78      0.74      0.75  40627722

Accuracy: 0.7423466912567729

LR_3_mean_All

              precision    recall  f1-score   support

           0       0.65      0.52      0.58 144486817
           1       0.42      0.55      0.48  90948310

    accuracy                           0.53 235435127
   macro avg       0.54      0.54      0.53 235435127
weighted avg       0.56      0.53      0.54 235435127

Accuracy: 0.5348694844503811

              precision    recall  f1-score   support

           0       0.65      0.52      0.58 144486817
           1       0.42      0.55      0.48  90948310

    accuracy                           0.53 235435127
   macro avg       0.54      0.54      0.53 235435127
weighted avg       0.56      0.53      0.54 235435127

Accuracy: 0.5348694844503811

LR_4_0.001

              precision    recall  f1-score   support

           0       0.86      0.68      0.76  30469299
           1       0.63      0.83      0.72  19888532

    accuracy                           0.74  50357831
   macro avg       0.74      0.76      0.74  50357831
weighted avg       0.77      0.74      0.74  50357831

Accuracy: 0.7388880787975162

              precision    recall  f1-score   support

           0       0.86      0.68      0.76  30469299
           1       0.63      0.83      0.72  19888532

    accuracy                           0.74  50357831
   macro avg       0.74      0.76      0.74  50357831
weighted avg       0.77      0.74      0.74  50357831

Accuracy: 0.7388880787975162

LR_4_0.01

              precision    recall  f1-score   support

           0       0.86      0.69      0.76  30231476
           1       0.64      0.83      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.75      0.76      0.74  50041189
weighted avg       0.77      0.74      0.75  50041189

Accuracy: 0.7441577777058814

              precision    recall  f1-score   support

           0       0.86      0.69      0.76  30231476
           1       0.64      0.83      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.75      0.76      0.74  50041189
weighted avg       0.77      0.74      0.75  50041189

Accuracy: 0.7441577777058814

LR_4_0.1

              precision    recall  f1-score   support

           0       0.86      0.72      0.78  29263977
           1       0.65      0.82      0.73  18981990

    accuracy                           0.76  48245967
   macro avg       0.76      0.77      0.76  48245967
weighted avg       0.78      0.76      0.76  48245967

Accuracy: 0.7597472551436268

              precision    recall  f1-score   support

           0       0.86      0.72      0.78  29263977
           1       0.65      0.82      0.73  18981990

    accuracy                           0.76  48245967
   macro avg       0.76      0.77      0.76  48245967
weighted avg       0.78      0.76      0.76  48245967

Accuracy: 0.7597472551436268

LR_4_0.2

              precision    recall  f1-score   support

           0       0.87      0.75      0.80  28400293
           1       0.67      0.81      0.73  17762125

    accuracy                           0.77  46162418
   macro avg       0.77      0.78      0.77  46162418
weighted avg       0.79      0.77      0.78  46162418

Accuracy: 0.7725367852264584

              precision    recall  f1-score   support

           0       0.87      0.75      0.80  28400293
           1       0.67      0.81      0.73  17762125

    accuracy                           0.77  46162418
   macro avg       0.77      0.78      0.77  46162418
weighted avg       0.79      0.77      0.78  46162418

Accuracy: 0.7725367852264584

LR_4_0.4

              precision    recall  f1-score   support

           0       0.87      0.75      0.81  26121772
           1       0.64      0.80      0.72  14505950

    accuracy                           0.77  40627722
   macro avg       0.76      0.78      0.76  40627722
weighted avg       0.79      0.77      0.78  40627722

Accuracy: 0.7714900924053778

              precision    recall  f1-score   support

           0       0.87      0.75      0.81  26121772
           1       0.64      0.80      0.72  14505950

    accuracy                           0.77  40627722
   macro avg       0.76      0.78      0.76  40627722
weighted avg       0.79      0.77      0.78  40627722

Accuracy: 0.7714900924053778

LR_4_All

              precision    recall  f1-score   support

           0       0.74      0.50      0.60 144486817
           1       0.48      0.72      0.57  90948310

    accuracy                           0.59 235435127
   macro avg       0.61      0.61      0.59 235435127
weighted avg       0.64      0.59      0.59 235435127

Accuracy: 0.5873982475011046

              precision    recall  f1-score   support

           0       0.74      0.50      0.60 144486817
           1       0.48      0.72      0.57  90948310

    accuracy                           0.59 235435127
   macro avg       0.61      0.61      0.59 235435127
weighted avg       0.64      0.59      0.59 235435127

Accuracy: 0.5873982475011046

LR_4_log_0.001

              precision    recall  f1-score   support

           0       0.84      0.73      0.78  30469299
           1       0.65      0.79      0.71  19888532

    accuracy                           0.75  50357831
   macro avg       0.75      0.76      0.75  50357831
weighted avg       0.77      0.75      0.75  50357831

Accuracy: 0.7514317088041381

              precision    recall  f1-score   support

           0       0.84      0.73      0.78  30469299
           1       0.65      0.79      0.71  19888532

    accuracy                           0.75  50357831
   macro avg       0.75      0.76      0.75  50357831
weighted avg       0.77      0.75      0.75  50357831

Accuracy: 0.7514317088041381

LR_4_log_0.01

              precision    recall  f1-score   support

           0       0.85      0.73      0.78  30231476
           1       0.66      0.80      0.72  19809713

    accuracy                           0.76  50041189
   macro avg       0.75      0.76      0.75  50041189
weighted avg       0.77      0.76      0.76  50041189

Accuracy: 0.7556142600848273

              precision    recall  f1-score   support

           0       0.85      0.73      0.78  30231476
           1       0.66      0.80      0.72  19809713

    accuracy                           0.76  50041189
   macro avg       0.75      0.76      0.75  50041189
weighted avg       0.77      0.76      0.76  50041189

Accuracy: 0.7556142600848273

LR_4_log_0.1

              precision    recall  f1-score   support

           0       0.86      0.72      0.79  29263977
           1       0.66      0.82      0.73  18981990

    accuracy                           0.76  48245967
   macro avg       0.76      0.77      0.76  48245967
weighted avg       0.78      0.76      0.77  48245967

Accuracy: 0.7633229529838215

              precision    recall  f1-score   support

           0       0.86      0.72      0.79  29263977
           1       0.66      0.82      0.73  18981990

    accuracy                           0.76  48245967
   macro avg       0.76      0.77      0.76  48245967
weighted avg       0.78      0.76      0.77  48245967

Accuracy: 0.7633229529838215

LR_4_log_0.2

              precision    recall  f1-score   support

           0       0.87      0.72      0.79  28400293
           1       0.65      0.83      0.73  17762125

    accuracy                           0.76  46162418
   macro avg       0.76      0.78      0.76  46162418
weighted avg       0.79      0.76      0.77  46162418

Accuracy: 0.7624388306522418

              precision    recall  f1-score   support

           0       0.87      0.72      0.79  28400293
           1       0.65      0.83      0.73  17762125

    accuracy                           0.76  46162418
   macro avg       0.76      0.78      0.76  46162418
weighted avg       0.79      0.76      0.77  46162418

Accuracy: 0.7624388306522418

LR_4_log_0.4

              precision    recall  f1-score   support

           0       0.88      0.71      0.79  26121772
           1       0.61      0.83      0.71  14505950

    accuracy                           0.75  40627722
   macro avg       0.75      0.77      0.75  40627722
weighted avg       0.79      0.75      0.76  40627722

Accuracy: 0.7531053303948472

              precision    recall  f1-score   support

           0       0.88      0.71      0.79  26121772
           1       0.61      0.83      0.71  14505950

    accuracy                           0.75  40627722
   macro avg       0.75      0.77      0.75  40627722
weighted avg       0.79      0.75      0.76  40627722

Accuracy: 0.7531053303948472

LR_4_log_All

              precision    recall  f1-score   support

           0       0.76      0.66      0.71 144486817
           1       0.55      0.67      0.61  90948310

    accuracy                           0.66 235435127
   macro avg       0.66      0.67      0.66 235435127
weighted avg       0.68      0.66      0.67 235435127

Accuracy: 0.6641819723018647

              precision    recall  f1-score   support

           0       0.76      0.66      0.71 144486817
           1       0.55      0.67      0.61  90948310

    accuracy                           0.66 235435127
   macro avg       0.66      0.67      0.66 235435127
weighted avg       0.68      0.66      0.67 235435127

Accuracy: 0.6641819723018647

LR_4_mean_0.001

              precision    recall  f1-score   support

           0       0.87      0.71      0.78  30469299
           1       0.65      0.83      0.73  19888532

    accuracy                           0.76  50357831
   macro avg       0.76      0.77      0.76  50357831
weighted avg       0.78      0.76      0.76  50357831

Accuracy: 0.7589966096832089

              precision    recall  f1-score   support

           0       0.87      0.71      0.78  30469299
           1       0.65      0.83      0.73  19888532

    accuracy                           0.76  50357831
   macro avg       0.76      0.77      0.76  50357831
weighted avg       0.78      0.76      0.76  50357831

Accuracy: 0.7589966096832089

LR_4_mean_0.01

              precision    recall  f1-score   support

           0       0.83      0.67      0.74  30231476
           1       0.61      0.80      0.69  19809713

    accuracy                           0.72  50041189
   macro avg       0.72      0.73      0.72  50041189
weighted avg       0.75      0.72      0.72  50041189

Accuracy: 0.7192444607980838

              precision    recall  f1-score   support

           0       0.83      0.67      0.74  30231476
           1       0.61      0.80      0.69  19809713

    accuracy                           0.72  50041189
   macro avg       0.72      0.73      0.72  50041189
weighted avg       0.75      0.72      0.72  50041189

Accuracy: 0.7192444607980838

LR_4_mean_0.1

              precision    recall  f1-score   support

           0       0.86      0.66      0.74  29263977
           1       0.61      0.83      0.71  18981990

    accuracy                           0.73  48245967
   macro avg       0.74      0.75      0.72  48245967
weighted avg       0.76      0.73      0.73  48245967

Accuracy: 0.7260401890172499

              precision    recall  f1-score   support

           0       0.86      0.66      0.74  29263977
           1       0.61      0.83      0.71  18981990

    accuracy                           0.73  48245967
   macro avg       0.74      0.75      0.72  48245967
weighted avg       0.76      0.73      0.73  48245967

Accuracy: 0.7260401890172499

LR_4_mean_0.2

              precision    recall  f1-score   support

           0       0.88      0.67      0.76  28400293
           1       0.62      0.85      0.71  17762125

    accuracy                           0.74  46162418
   macro avg       0.75      0.76      0.74  46162418
weighted avg       0.78      0.74      0.74  46162418

Accuracy: 0.7395020555465703

              precision    recall  f1-score   support

           0       0.88      0.67      0.76  28400293
           1       0.62      0.85      0.71  17762125

    accuracy                           0.74  46162418
   macro avg       0.75      0.76      0.74  46162418
weighted avg       0.78      0.74      0.74  46162418

Accuracy: 0.7395020555465703

LR_4_mean_0.4

              precision    recall  f1-score   support

           0       0.89      0.68      0.77  26121772
           1       0.59      0.84      0.70  14505950

    accuracy                           0.74  40627722
   macro avg       0.74      0.76      0.73  40627722
weighted avg       0.78      0.74      0.74  40627722

Accuracy: 0.7376153159657831

              precision    recall  f1-score   support

           0       0.89      0.68      0.77  26121772
           1       0.59      0.84      0.70  14505950

    accuracy                           0.74  40627722
   macro avg       0.74      0.76      0.73  40627722
weighted avg       0.78      0.74      0.74  40627722

Accuracy: 0.7376153159657831

LR_4_mean_All

              precision    recall  f1-score   support

           0       0.72      0.55      0.62 144486817
           1       0.48      0.65      0.55  90948310

    accuracy                           0.59 235435127
   macro avg       0.60      0.60      0.59 235435127
weighted avg       0.62      0.59      0.59 235435127

Accuracy: 0.5895498168376548

              precision    recall  f1-score   support

           0       0.72      0.55      0.62 144486817
           1       0.48      0.65      0.55  90948310

    accuracy                           0.59 235435127
   macro avg       0.60      0.60      0.59 235435127
weighted avg       0.62      0.59      0.59 235435127

Accuracy: 0.5895498168376548

LR_4_robust_scaler_0.001

              precision    recall  f1-score   support

           0       0.86      0.68      0.76  30469299
           1       0.63      0.83      0.72  19888532

    accuracy                           0.74  50357831
   macro avg       0.74      0.76      0.74  50357831
weighted avg       0.77      0.74      0.74  50357831

Accuracy: 0.7388760250615242

              precision    recall  f1-score   support

           0       0.86      0.68      0.76  30469299
           1       0.63      0.83      0.72  19888532

    accuracy                           0.74  50357831
   macro avg       0.74      0.76      0.74  50357831
weighted avg       0.77      0.74      0.74  50357831

Accuracy: 0.7388760250615242

LR_4_robust_scaler_0.01

              precision    recall  f1-score   support

           0       0.86      0.69      0.76  30231476
           1       0.64      0.83      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.75      0.76      0.74  50041189
weighted avg       0.77      0.74      0.75  50041189

Accuracy: 0.7441431897231698

              precision    recall  f1-score   support

           0       0.86      0.69      0.76  30231476
           1       0.64      0.83      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.75      0.76      0.74  50041189
weighted avg       0.77      0.74      0.75  50041189

Accuracy: 0.7441431897231698

LR_4_robust_scaler_0.1

              precision    recall  f1-score   support

           0       0.86      0.72      0.78  29263977
           1       0.65      0.82      0.73  18981990

    accuracy                           0.76  48245967
   macro avg       0.76      0.77      0.76  48245967
weighted avg       0.78      0.76      0.76  48245967

Accuracy: 0.7597623652148997

              precision    recall  f1-score   support

           0       0.86      0.72      0.78  29263977
           1       0.65      0.82      0.73  18981990

    accuracy                           0.76  48245967
   macro avg       0.76      0.77      0.76  48245967
weighted avg       0.78      0.76      0.76  48245967

Accuracy: 0.7597623652148997

LR_4_robust_scaler_0.2

              precision    recall  f1-score   support

           0       0.87      0.75      0.80  28400293
           1       0.67      0.81      0.73  17762125

    accuracy                           0.77  46162418
   macro avg       0.77      0.78      0.77  46162418
weighted avg       0.79      0.77      0.78  46162418

Accuracy: 0.7725374784310475

              precision    recall  f1-score   support

           0       0.87      0.75      0.80  28400293
           1       0.67      0.81      0.73  17762125

    accuracy                           0.77  46162418
   macro avg       0.77      0.78      0.77  46162418
weighted avg       0.79      0.77      0.78  46162418

Accuracy: 0.7725374784310475

LR_4_robust_scaler_0.4

              precision    recall  f1-score   support

           0       0.87      0.77      0.82  26121772
           1       0.65      0.80      0.72  14505950

    accuracy                           0.78  40627722
   macro avg       0.76      0.78      0.77  40627722
weighted avg       0.79      0.78      0.78  40627722

Accuracy: 0.7776418032987427

              precision    recall  f1-score   support

           0       0.87      0.77      0.82  26121772
           1       0.65      0.80      0.72  14505950

    accuracy                           0.78  40627722
   macro avg       0.76      0.78      0.77  40627722
weighted avg       0.79      0.78      0.78  40627722

Accuracy: 0.7776418032987427

LR_4_robust_scaler_All

              precision    recall  f1-score   support

           0       0.74      0.50      0.60 144486817
           1       0.48      0.72      0.57  90948310

    accuracy                           0.59 235435127
   macro avg       0.61      0.61      0.59 235435127
weighted avg       0.64      0.59      0.59 235435127

Accuracy: 0.5873854584154725

              precision    recall  f1-score   support

           0       0.74      0.50      0.60 144486817
           1       0.48      0.72      0.57  90948310

    accuracy                           0.59 235435127
   macro avg       0.61      0.61      0.59 235435127
weighted avg       0.64      0.59      0.59 235435127

Accuracy: 0.5873854584154725

LR_4_std_scaler_0.001

              precision    recall  f1-score   support

           0       0.86      0.68      0.76  30469299
           1       0.63      0.83      0.72  19888532

    accuracy                           0.74  50357831
   macro avg       0.74      0.76      0.74  50357831
weighted avg       0.77      0.74      0.74  50357831

Accuracy: 0.7389132188795026

              precision    recall  f1-score   support

           0       0.86      0.68      0.76  30469299
           1       0.63      0.83      0.72  19888532

    accuracy                           0.74  50357831
   macro avg       0.74      0.76      0.74  50357831
weighted avg       0.77      0.74      0.74  50357831

Accuracy: 0.7389132188795026

LR_4_std_scaler_0.01

              precision    recall  f1-score   support

           0       0.86      0.69      0.76  30231476
           1       0.64      0.83      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.75      0.76      0.74  50041189
weighted avg       0.77      0.74      0.75  50041189

Accuracy: 0.7441570183314389

              precision    recall  f1-score   support

           0       0.86      0.69      0.76  30231476
           1       0.64      0.83      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.75      0.76      0.74  50041189
weighted avg       0.77      0.74      0.75  50041189

Accuracy: 0.7441570183314389

LR_4_std_scaler_0.1

              precision    recall  f1-score   support

           0       0.86      0.72      0.78  29263977
           1       0.65      0.82      0.73  18981990

    accuracy                           0.76  48245967
   macro avg       0.76      0.77      0.76  48245967
weighted avg       0.78      0.76      0.76  48245967

Accuracy: 0.7597217815118101

              precision    recall  f1-score   support

           0       0.86      0.72      0.78  29263977
           1       0.65      0.82      0.73  18981990

    accuracy                           0.76  48245967
   macro avg       0.76      0.77      0.76  48245967
weighted avg       0.78      0.76      0.76  48245967

Accuracy: 0.7597217815118101

LR_4_std_scaler_0.2

              precision    recall  f1-score   support

           0       0.87      0.75      0.80  28400293
           1       0.67      0.81      0.73  17762125

    accuracy                           0.77  46162418
   macro avg       0.77      0.78      0.77  46162418
weighted avg       0.79      0.77      0.78  46162418

Accuracy: 0.7726121928881629

              precision    recall  f1-score   support

           0       0.87      0.75      0.80  28400293
           1       0.67      0.81      0.73  17762125

    accuracy                           0.77  46162418
   macro avg       0.77      0.78      0.77  46162418
weighted avg       0.79      0.77      0.78  46162418

Accuracy: 0.7726121928881629

LR_4_std_scaler_0.4

              precision    recall  f1-score   support

           0       0.87      0.77      0.82  26121772
           1       0.66      0.80      0.72  14505950

    accuracy                           0.78  40627722
   macro avg       0.76      0.78      0.77  40627722
weighted avg       0.79      0.78      0.78  40627722

Accuracy: 0.7778286461643111

              precision    recall  f1-score   support

           0       0.87      0.77      0.82  26121772
           1       0.66      0.80      0.72  14505950

    accuracy                           0.78  40627722
   macro avg       0.76      0.78      0.77  40627722
weighted avg       0.79      0.78      0.78  40627722

Accuracy: 0.7778286461643111

LR_4_std_scaler_All

              precision    recall  f1-score   support

           0       0.74      0.50      0.60 144486817
           1       0.48      0.72      0.57  90948310

    accuracy                           0.59 235435127
   macro avg       0.61      0.61      0.59 235435127
weighted avg       0.64      0.59      0.59 235435127

Accuracy: 0.5872314117340698

              precision    recall  f1-score   support

           0       0.74      0.50      0.60 144486817
           1       0.48      0.72      0.57  90948310

    accuracy                           0.59 235435127
   macro avg       0.61      0.61      0.59 235435127
weighted avg       0.64      0.59      0.59 235435127

Accuracy: 0.5872314117340698

LR_5_0.001

              precision    recall  f1-score   support

           0       0.86      0.68      0.76  30469299
           1       0.63      0.83      0.72  19888532

    accuracy                           0.74  50357831
   macro avg       0.74      0.75      0.74  50357831
weighted avg       0.77      0.74      0.74  50357831

Accuracy: 0.7382249048812289

              precision    recall  f1-score   support

           0       0.86      0.68      0.76  30469299
           1       0.63      0.83      0.72  19888532

    accuracy                           0.74  50357831
   macro avg       0.74      0.75      0.74  50357831
weighted avg       0.77      0.74      0.74  50357831

Accuracy: 0.7382249048812289

LR_5_0.01

              precision    recall  f1-score   support

           0       0.86      0.69      0.76  30231476
           1       0.64      0.83      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.75      0.76      0.74  50041189
weighted avg       0.77      0.74      0.75  50041189

Accuracy: 0.7441325384974365

              precision    recall  f1-score   support

           0       0.86      0.69      0.76  30231476
           1       0.64      0.83      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.75      0.76      0.74  50041189
weighted avg       0.77      0.74      0.75  50041189

Accuracy: 0.7441325384974365

LR_5_0.1

              precision    recall  f1-score   support

           0       0.86      0.72      0.78  29263977
           1       0.65      0.82      0.73  18981990

    accuracy                           0.76  48245967
   macro avg       0.76      0.77      0.76  48245967
weighted avg       0.78      0.76      0.76  48245967

Accuracy: 0.7597230873204386

              precision    recall  f1-score   support

           0       0.86      0.72      0.78  29263977
           1       0.65      0.82      0.73  18981990

    accuracy                           0.76  48245967
   macro avg       0.76      0.77      0.76  48245967
weighted avg       0.78      0.76      0.76  48245967

Accuracy: 0.7597230873204386

LR_5_0.2

              precision    recall  f1-score   support

           0       0.87      0.75      0.80  28400293
           1       0.67      0.81      0.73  17762125

    accuracy                           0.77  46162418
   macro avg       0.77      0.78      0.77  46162418
weighted avg       0.79      0.77      0.78  46162418

Accuracy: 0.7726382963734698

              precision    recall  f1-score   support

           0       0.87      0.75      0.80  28400293
           1       0.67      0.81      0.73  17762125

    accuracy                           0.77  46162418
   macro avg       0.77      0.78      0.77  46162418
weighted avg       0.79      0.77      0.78  46162418

Accuracy: 0.7726382963734698

LR_5_0.4

              precision    recall  f1-score   support

           0       0.87      0.77      0.82  26121772
           1       0.66      0.80      0.72  14505950

    accuracy                           0.78  40627722
   macro avg       0.76      0.78      0.77  40627722
weighted avg       0.79      0.78      0.78  40627722

Accuracy: 0.7777381414591741

              precision    recall  f1-score   support

           0       0.87      0.77      0.82  26121772
           1       0.66      0.80      0.72  14505950

    accuracy                           0.78  40627722
   macro avg       0.76      0.78      0.77  40627722
weighted avg       0.79      0.78      0.78  40627722

Accuracy: 0.7777381414591741

LR_5_All

              precision    recall  f1-score   support

           0       0.74      0.50      0.60 144486817
           1       0.48      0.72      0.57  90948310

    accuracy                           0.59 235435127
   macro avg       0.61      0.61      0.59 235435127
weighted avg       0.64      0.59      0.59 235435127

Accuracy: 0.5873703374772958

              precision    recall  f1-score   support

           0       0.74      0.50      0.60 144486817
           1       0.48      0.72      0.57  90948310

    accuracy                           0.59 235435127
   macro avg       0.61      0.61      0.59 235435127
weighted avg       0.64      0.59      0.59 235435127

Accuracy: 0.5873703374772958

LR_5_imba_0.001

              precision    recall  f1-score   support

           0       0.81      0.78      0.79  30469299
           1       0.68      0.71      0.70  19888532

    accuracy                           0.75  50357831
   macro avg       0.74      0.75      0.74  50357831
weighted avg       0.76      0.75      0.75  50357831

Accuracy: 0.7540126182162215

              precision    recall  f1-score   support

           0       0.81      0.78      0.79  30469299
           1       0.68      0.71      0.70  19888532

    accuracy                           0.75  50357831
   macro avg       0.74      0.75      0.74  50357831
weighted avg       0.76      0.75      0.75  50357831

Accuracy: 0.7540126182162215

LR_5_imba_0.01

              precision    recall  f1-score   support

           0       0.81      0.79      0.80  30231476
           1       0.69      0.71      0.70  19809713

    accuracy                           0.76  50041189
   macro avg       0.75      0.75      0.75  50041189
weighted avg       0.76      0.76      0.76  50041189

Accuracy: 0.7600381158009655

              precision    recall  f1-score   support

           0       0.81      0.79      0.80  30231476
           1       0.69      0.71      0.70  19809713

    accuracy                           0.76  50041189
   macro avg       0.75      0.75      0.75  50041189
weighted avg       0.76      0.76      0.76  50041189

Accuracy: 0.7600381158009655

LR_5_imba_0.1

              precision    recall  f1-score   support

           0       0.81      0.82      0.81  29263977
           1       0.72      0.70      0.71  18981990

    accuracy                           0.77  48245967
   macro avg       0.76      0.76      0.76  48245967
weighted avg       0.77      0.77      0.77  48245967

Accuracy: 0.7730094828444417

              precision    recall  f1-score   support

           0       0.81      0.82      0.81  29263977
           1       0.72      0.70      0.71  18981990

    accuracy                           0.77  48245967
   macro avg       0.76      0.76      0.76  48245967
weighted avg       0.77      0.77      0.77  48245967

Accuracy: 0.7730094828444417

LR_5_imba_0.2

              precision    recall  f1-score   support

           0       0.81      0.83      0.82  28400293
           1       0.72      0.68      0.70  17762125

    accuracy                           0.77  46162418
   macro avg       0.76      0.76      0.76  46162418
weighted avg       0.77      0.77      0.77  46162418

Accuracy: 0.7742529864878396

              precision    recall  f1-score   support

           0       0.81      0.83      0.82  28400293
           1       0.72      0.68      0.70  17762125

    accuracy                           0.77  46162418
   macro avg       0.76      0.76      0.76  46162418
weighted avg       0.77      0.77      0.77  46162418

Accuracy: 0.7742529864878396

LR_5_imba_0.4

              precision    recall  f1-score   support

           0       0.81      0.86      0.83  26121772
           1       0.72      0.64      0.68  14505950

    accuracy                           0.78  40627722
   macro avg       0.76      0.75      0.76  40627722
weighted avg       0.78      0.78      0.78  40627722

Accuracy: 0.7811903163066835

              precision    recall  f1-score   support

           0       0.81      0.86      0.83  26121772
           1       0.72      0.64      0.68  14505950

    accuracy                           0.78  40627722
   macro avg       0.76      0.75      0.76  40627722
weighted avg       0.78      0.78      0.78  40627722

Accuracy: 0.7811903163066835

LR_5_imba_All

              precision    recall  f1-score   support

           0       0.64      0.93      0.76 144486817
           1       0.61      0.17      0.27  90948310

    accuracy                           0.64 235435127
   macro avg       0.62      0.55      0.51 235435127
weighted avg       0.63      0.64      0.57 235435127

Accuracy: 0.6376296685753269

              precision    recall  f1-score   support

           0       0.64      0.93      0.76 144486817
           1       0.61      0.17      0.27  90948310

    accuracy                           0.64 235435127
   macro avg       0.62      0.55      0.51 235435127
weighted avg       0.63      0.64      0.57 235435127

Accuracy: 0.6376296685753269

LR_6_0.001

              precision    recall  f1-score   support

           0       0.86      0.68      0.76  30469299
           1       0.63      0.83      0.72  19888532

    accuracy                           0.74  50357831
   macro avg       0.74      0.75      0.74  50357831
weighted avg       0.77      0.74      0.74  50357831

Accuracy: 0.7382218666248751

              precision    recall  f1-score   support

           0       0.86      0.68      0.76  30469299
           1       0.63      0.83      0.72  19888532

    accuracy                           0.74  50357831
   macro avg       0.74      0.75      0.74  50357831
weighted avg       0.77      0.74      0.74  50357831

Accuracy: 0.7382218666248751

LR_6_0.01

              precision    recall  f1-score   support

           0       0.86      0.69      0.76  30231476
           1       0.64      0.83      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.75      0.76      0.74  50041189
weighted avg       0.77      0.74      0.75  50041189

Accuracy: 0.744151862578645

              precision    recall  f1-score   support

           0       0.86      0.69      0.76  30231476
           1       0.64      0.83      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.75      0.76      0.74  50041189
weighted avg       0.77      0.74      0.75  50041189

Accuracy: 0.744151862578645

LR_6_0.1

              precision    recall  f1-score   support

           0       0.86      0.72      0.78  29263977
           1       0.65      0.82      0.73  18981990

    accuracy                           0.76  48245967
   macro avg       0.76      0.77      0.76  48245967
weighted avg       0.78      0.76      0.76  48245967

Accuracy: 0.759735938135513

              precision    recall  f1-score   support

           0       0.86      0.72      0.78  29263977
           1       0.65      0.82      0.73  18981990

    accuracy                           0.76  48245967
   macro avg       0.76      0.77      0.76  48245967
weighted avg       0.78      0.76      0.76  48245967

Accuracy: 0.759735938135513

LR_6_0.2

              precision    recall  f1-score   support

           0       0.87      0.75      0.80  28400293
           1       0.67      0.81      0.73  17762125

    accuracy                           0.77  46162418
   macro avg       0.77      0.78      0.77  46162418
weighted avg       0.79      0.77      0.78  46162418

Accuracy: 0.7725369801902491

              precision    recall  f1-score   support

           0       0.87      0.75      0.80  28400293
           1       0.67      0.81      0.73  17762125

    accuracy                           0.77  46162418
   macro avg       0.77      0.78      0.77  46162418
weighted avg       0.79      0.77      0.78  46162418

Accuracy: 0.7725369801902491

LR_6_0.4

              precision    recall  f1-score   support

           0       0.87      0.77      0.82  26121772
           1       0.65      0.80      0.72  14505950

    accuracy                           0.78  40627722
   macro avg       0.76      0.78      0.77  40627722
weighted avg       0.79      0.78      0.78  40627722

Accuracy: 0.7776248198213033

              precision    recall  f1-score   support

           0       0.87      0.77      0.82  26121772
           1       0.65      0.80      0.72  14505950

    accuracy                           0.78  40627722
   macro avg       0.76      0.78      0.77  40627722
weighted avg       0.79      0.78      0.78  40627722

Accuracy: 0.7776248198213033

LR_6_All

              precision    recall  f1-score   support

           0       0.74      0.50      0.60 144486817
           1       0.48      0.72      0.57  90948310

    accuracy                           0.59 235435127
   macro avg       0.61      0.61      0.59 235435127
weighted avg       0.64      0.59      0.59 235435127

Accuracy: 0.5873487434183939

              precision    recall  f1-score   support

           0       0.74      0.50      0.60 144486817
           1       0.48      0.72      0.57  90948310

    accuracy                           0.59 235435127
   macro avg       0.61      0.61      0.59 235435127
weighted avg       0.64      0.59      0.59 235435127

Accuracy: 0.5873487434183939

LR_6_imba_0.001

              precision    recall  f1-score   support

           0       0.81      0.78      0.79  30469299
           1       0.68      0.71      0.70  19888532

    accuracy                           0.75  50357831
   macro avg       0.74      0.75      0.74  50357831
weighted avg       0.76      0.75      0.75  50357831

Accuracy: 0.7540076934608244

              precision    recall  f1-score   support

           0       0.81      0.78      0.79  30469299
           1       0.68      0.71      0.70  19888532

    accuracy                           0.75  50357831
   macro avg       0.74      0.75      0.74  50357831
weighted avg       0.76      0.75      0.75  50357831

Accuracy: 0.7540076934608244

LR_6_imba_0.01

              precision    recall  f1-score   support

           0       0.81      0.79      0.80  30231476
           1       0.69      0.71      0.70  19809713

    accuracy                           0.76  50041189
   macro avg       0.75      0.75      0.75  50041189
weighted avg       0.76      0.76      0.76  50041189

Accuracy: 0.7600415130024188

              precision    recall  f1-score   support

           0       0.81      0.79      0.80  30231476
           1       0.69      0.71      0.70  19809713

    accuracy                           0.76  50041189
   macro avg       0.75      0.75      0.75  50041189
weighted avg       0.76      0.76      0.76  50041189

Accuracy: 0.7600415130024188

LR_6_imba_0.1

              precision    recall  f1-score   support

           0       0.81      0.82      0.81  29263977
           1       0.72      0.70      0.71  18981990

    accuracy                           0.77  48245967
   macro avg       0.76      0.76      0.76  48245967
weighted avg       0.77      0.77      0.77  48245967

Accuracy: 0.7730505847255585

              precision    recall  f1-score   support

           0       0.81      0.82      0.81  29263977
           1       0.72      0.70      0.71  18981990

    accuracy                           0.77  48245967
   macro avg       0.76      0.76      0.76  48245967
weighted avg       0.77      0.77      0.77  48245967

Accuracy: 0.7730505847255585

LR_6_imba_0.2

              precision    recall  f1-score   support

           0       0.81      0.83      0.82  28400293
           1       0.72      0.68      0.70  17762125

    accuracy                           0.77  46162418
   macro avg       0.76      0.76      0.76  46162418
weighted avg       0.77      0.77      0.77  46162418

Accuracy: 0.7744190523122078

              precision    recall  f1-score   support

           0       0.81      0.83      0.82  28400293
           1       0.72      0.68      0.70  17762125

    accuracy                           0.77  46162418
   macro avg       0.76      0.76      0.76  46162418
weighted avg       0.77      0.77      0.77  46162418

Accuracy: 0.7744190523122078

LR_6_imba_0.4

              precision    recall  f1-score   support

           0       0.81      0.86      0.83  26121772
           1       0.72      0.64      0.68  14505950

    accuracy                           0.78  40627722
   macro avg       0.76      0.75      0.76  40627722
weighted avg       0.78      0.78      0.78  40627722

Accuracy: 0.7814035450966215

              precision    recall  f1-score   support

           0       0.81      0.86      0.83  26121772
           1       0.72      0.64      0.68  14505950

    accuracy                           0.78  40627722
   macro avg       0.76      0.75      0.76  40627722
weighted avg       0.78      0.78      0.78  40627722

Accuracy: 0.7814035450966215

LR_6_imba_All

              precision    recall  f1-score   support

           0       0.64      0.93      0.76 144486817
           1       0.61      0.17      0.27  90948310

    accuracy                           0.64 235435127
   macro avg       0.62      0.55      0.51 235435127
weighted avg       0.63      0.64      0.57 235435127

Accuracy: 0.6376264787369643

              precision    recall  f1-score   support

           0       0.64      0.93      0.76 144486817
           1       0.61      0.17      0.27  90948310

    accuracy                           0.64 235435127
   macro avg       0.62      0.55      0.51 235435127
weighted avg       0.63      0.64      0.57 235435127

Accuracy: 0.6376264787369643

LR_7_0.001

              precision    recall  f1-score   support

           0       0.87      0.67      0.76  30469299
           1       0.63      0.84      0.72  19888532

    accuracy                           0.74  50357831
   macro avg       0.75      0.76      0.74  50357831
weighted avg       0.77      0.74      0.74  50357831

Accuracy: 0.7383836885270137

              precision    recall  f1-score   support

           0       0.87      0.67      0.76  30469299
           1       0.63      0.84      0.72  19888532

    accuracy                           0.74  50357831
   macro avg       0.75      0.76      0.74  50357831
weighted avg       0.77      0.74      0.74  50357831

Accuracy: 0.7383836885270137

LR_7_0.01

              precision    recall  f1-score   support

           0       0.87      0.69      0.77  30231476
           1       0.64      0.84      0.73  19809713

    accuracy                           0.75  50041189
   macro avg       0.75      0.77      0.75  50041189
weighted avg       0.78      0.75      0.75  50041189

Accuracy: 0.748779750217366

              precision    recall  f1-score   support

           0       0.87      0.69      0.77  30231476
           1       0.64      0.84      0.73  19809713

    accuracy                           0.75  50041189
   macro avg       0.75      0.77      0.75  50041189
weighted avg       0.78      0.75      0.75  50041189

Accuracy: 0.748779750217366

LR_7_0.1

              precision    recall  f1-score   support

           0       0.88      0.70      0.78  29263977
           1       0.65      0.86      0.74  18981990

    accuracy                           0.76  48245967
   macro avg       0.77      0.78      0.76  48245967
weighted avg       0.79      0.76      0.76  48245967

Accuracy: 0.7616268733923397

              precision    recall  f1-score   support

           0       0.88      0.70      0.78  29263977
           1       0.65      0.86      0.74  18981990

    accuracy                           0.76  48245967
   macro avg       0.77      0.78      0.76  48245967
weighted avg       0.79      0.76      0.76  48245967

Accuracy: 0.7616268733923397

LR_7_0.2

              precision    recall  f1-score   support

           0       0.89      0.70      0.78  28400293
           1       0.64      0.86      0.73  17762125

    accuracy                           0.76  46162418
   macro avg       0.76      0.78      0.76  46162418
weighted avg       0.79      0.76      0.76  46162418

Accuracy: 0.7605276006122557

              precision    recall  f1-score   support

           0       0.89      0.70      0.78  28400293
           1       0.64      0.86      0.73  17762125

    accuracy                           0.76  46162418
   macro avg       0.76      0.78      0.76  46162418
weighted avg       0.79      0.76      0.76  46162418

Accuracy: 0.7605276006122557

LR_7_0.4

              precision    recall  f1-score   support

           0       0.89      0.69      0.78  26121772
           1       0.60      0.85      0.71  14505950

    accuracy                           0.75  40627722
   macro avg       0.75      0.77      0.74  40627722
weighted avg       0.79      0.75      0.75  40627722

Accuracy: 0.7474215758392755

              precision    recall  f1-score   support

           0       0.89      0.69      0.78  26121772
           1       0.60      0.85      0.71  14505950

    accuracy                           0.75  40627722
   macro avg       0.75      0.77      0.74  40627722
weighted avg       0.79      0.75      0.75  40627722

Accuracy: 0.7474215758392755

LR_7_All

              precision    recall  f1-score   support

           0       0.71      0.32      0.44 144486817
           1       0.42      0.79      0.55  90948310

    accuracy                           0.50 235435127
   macro avg       0.57      0.56      0.50 235435127
weighted avg       0.60      0.50      0.49 235435127

Accuracy: 0.5032463571164553

              precision    recall  f1-score   support

           0       0.71      0.32      0.44 144486817
           1       0.42      0.79      0.55  90948310

    accuracy                           0.50 235435127
   macro avg       0.57      0.56      0.50 235435127
weighted avg       0.60      0.50      0.49 235435127

Accuracy: 0.5034408310702081

LR_8_0.001

              precision    recall  f1-score   support

           0       0.86      0.67      0.75  30469299
           1       0.62      0.83      0.71  19888532

    accuracy                           0.74  50357831
   macro avg       0.74      0.75      0.73  50357831
weighted avg       0.77      0.74      0.74  50357831

Accuracy: 0.73530065264328

              precision    recall  f1-score   support

           0       0.86      0.67      0.75  30469299
           1       0.62      0.83      0.71  19888532

    accuracy                           0.74  50357831
   macro avg       0.74      0.75      0.73  50357831
weighted avg       0.77      0.74      0.74  50357831

Accuracy: 0.73530065264328

LR_8_0.01

              precision    recall  f1-score   support

           0       0.87      0.69      0.77  30231476
           1       0.64      0.84      0.73  19809713

    accuracy                           0.75  50041189
   macro avg       0.75      0.77      0.75  50041189
weighted avg       0.78      0.75      0.75  50041189

Accuracy: 0.748819277655453

              precision    recall  f1-score   support

           0       0.87      0.69      0.77  30231476
           1       0.64      0.84      0.73  19809713

    accuracy                           0.75  50041189
   macro avg       0.75      0.77      0.75  50041189
weighted avg       0.78      0.75      0.75  50041189

Accuracy: 0.748819277655453

LR_8_0.1

              precision    recall  f1-score   support

           0       0.88      0.70      0.78  29263977
           1       0.65      0.86      0.74  18981990

    accuracy                           0.76  48245967
   macro avg       0.77      0.78      0.76  48245967
weighted avg       0.79      0.76      0.76  48245967

Accuracy: 0.7610481307173302

              precision    recall  f1-score   support

           0       0.88      0.70      0.78  29263977
           1       0.65      0.86      0.74  18981990

    accuracy                           0.76  48245967
   macro avg       0.77      0.78      0.76  48245967
weighted avg       0.79      0.76      0.76  48245967

Accuracy: 0.7610481307173302

LR_8_0.2

              precision    recall  f1-score   support

           0       0.89      0.70      0.78  28400293
           1       0.64      0.86      0.73  17762125

    accuracy                           0.76  46162418
   macro avg       0.76      0.78      0.76  46162418
weighted avg       0.79      0.76      0.76  46162418

Accuracy: 0.7600604023818683

              precision    recall  f1-score   support

           0       0.89      0.70      0.78  28400293
           1       0.64      0.86      0.73  17762125

    accuracy                           0.76  46162418
   macro avg       0.76      0.78      0.76  46162418
weighted avg       0.79      0.76      0.76  46162418

Accuracy: 0.7600604023818683

LR_8_0.4

              precision    recall  f1-score   support

           0       0.89      0.69      0.78  26121772
           1       0.60      0.85      0.71  14505950

    accuracy                           0.75  40627722
   macro avg       0.75      0.77      0.74  40627722
weighted avg       0.79      0.75      0.75  40627722

Accuracy: 0.7474707540826434

              precision    recall  f1-score   support

           0       0.89      0.69      0.78  26121772
           1       0.60      0.85      0.71  14505950

    accuracy                           0.75  40627722
   macro avg       0.75      0.77      0.74  40627722
weighted avg       0.79      0.75      0.75  40627722

Accuracy: 0.7474707540826434

LR_8_All

              precision    recall  f1-score   support

           0       0.71      0.34      0.46 144486817
           1       0.43      0.78      0.55  90948310

    accuracy                           0.51 235435127
   macro avg       0.57      0.56      0.50 235435127
weighted avg       0.60      0.51      0.49 235435127

Accuracy: 0.5086445150557334

              precision    recall  f1-score   support

           0       0.71      0.34      0.46 144486817
           1       0.43      0.78      0.55  90948310

    accuracy                           0.51 235435127
   macro avg       0.57      0.56      0.50 235435127
weighted avg       0.60      0.51      0.49 235435127

Accuracy: 0.5086445150557334

LR_9_0.001

              precision    recall  f1-score   support

           0       0.87      0.67      0.76  30469299
           1       0.63      0.84      0.72  19888532

    accuracy                           0.74  50357831
   macro avg       0.75      0.76      0.74  50357831
weighted avg       0.77      0.74      0.74  50357831

Accuracy: 0.7390812364416569

              precision    recall  f1-score   support

           0       0.87      0.67      0.76  30469299
           1       0.63      0.84      0.72  19888532

    accuracy                           0.74  50357831
   macro avg       0.75      0.76      0.74  50357831
weighted avg       0.77      0.74      0.74  50357831

Accuracy: 0.7390812364416569

LR_9_0.01

              precision    recall  f1-score   support

           0       0.87      0.68      0.77  30231476
           1       0.64      0.85      0.73  19809713

    accuracy                           0.75  50041189
   macro avg       0.75      0.77      0.75  50041189
weighted avg       0.78      0.75      0.75  50041189

Accuracy: 0.7483692483805691

              precision    recall  f1-score   support

           0       0.87      0.68      0.77  30231476
           1       0.64      0.85      0.73  19809713

    accuracy                           0.75  50041189
   macro avg       0.75      0.77      0.75  50041189
weighted avg       0.78      0.75      0.75  50041189

Accuracy: 0.7483692483805691

LR_9_0.1

              precision    recall  f1-score   support

           0       0.88      0.70      0.78  29263977
           1       0.65      0.86      0.74  18981990

    accuracy                           0.76  48245967
   macro avg       0.77      0.78      0.76  48245967
weighted avg       0.79      0.76      0.76  48245967

Accuracy: 0.7608571095693863

              precision    recall  f1-score   support

           0       0.88      0.70      0.78  29263977
           1       0.65      0.86      0.74  18981990

    accuracy                           0.76  48245967
   macro avg       0.77      0.78      0.76  48245967
weighted avg       0.79      0.76      0.76  48245967

Accuracy: 0.7608571095693863

LR_9_0.2

              precision    recall  f1-score   support

           0       0.89      0.70      0.78  28400293
           1       0.64      0.86      0.73  17762125

    accuracy                           0.76  46162418
   macro avg       0.76      0.78      0.76  46162418
weighted avg       0.79      0.76      0.76  46162418

Accuracy: 0.7598907622213377

              precision    recall  f1-score   support

           0       0.89      0.70      0.78  28400293
           1       0.64      0.86      0.73  17762125

    accuracy                           0.76  46162418
   macro avg       0.76      0.78      0.76  46162418
weighted avg       0.79      0.76      0.76  46162418

Accuracy: 0.7598907622213377

LR_9_0.4

              precision    recall  f1-score   support

           0       0.89      0.69      0.78  26121772
           1       0.60      0.85      0.71  14505950

    accuracy                           0.75  40627722
   macro avg       0.75      0.77      0.74  40627722
weighted avg       0.79      0.75      0.75  40627722

Accuracy: 0.7474161362037478

              precision    recall  f1-score   support

           0       0.89      0.69      0.78  26121772
           1       0.60      0.85      0.71  14505950

    accuracy                           0.75  40627722
   macro avg       0.75      0.77      0.74  40627722
weighted avg       0.79      0.75      0.75  40627722

Accuracy: 0.7474161362037478

LR_9_All

              precision    recall  f1-score   support

           0       0.71      0.34      0.46 144486817
           1       0.43      0.78      0.55  90948310

    accuracy                           0.51 235435127
   macro avg       0.57      0.56      0.50 235435127
weighted avg       0.60      0.51      0.49 235435127

Accuracy: 0.5085327262995891

              precision    recall  f1-score   support

           0       0.71      0.34      0.46 144486817
           1       0.43      0.78      0.55  90948310

    accuracy                           0.51 235435127
   macro avg       0.57      0.56      0.50 235435127
weighted avg       0.60      0.51      0.49 235435127

Accuracy: 0.5085327262995891

Model Metrics

True Positives

True Negatives

False Positives

False Negatives

Individual Workload Result

zipf_1_15

0.001

0.01

0.1

0.2

0.4

Ignore Obj Size

0.001

0.01

0.1

0.2

0.4

zipf_1_16

0.001

0.01

0.1

0.2

0.4

Ignore Obj Size

0.001

0.01

0.1

0.2

0.4

zipf_1_17

0.001

0.01

0.1

0.2

0.4

Ignore Obj Size

0.001

0.01

0.1

0.2

0.4

zipf_1_18

0.001

0.01

0.1

0.2

0.4

Ignore Obj Size

0.001

0.01

0.1

0.2

0.4

zipf_1_19

0.001

0.01

0.1

0.2

0.4

Ignore Obj Size

0.001

0.01

0.1

0.2

0.4